From c98c075119054131afc56e9493ffa0c8031df0a1 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Wed, 29 May 2024 16:01:59 +0200
Subject: [PATCH 001/138] Update Lakes_WQ_TURB_water_turbidity.yaml

---
 .../Lakes_WQ_TURB_water_turbidity.yaml        | 44 ++++++++++++++-----
 1 file changed, 32 insertions(+), 12 deletions(-)

diff --git a/collections/Lakes_WQ_TURB_water_turbidity.yaml b/collections/Lakes_WQ_TURB_water_turbidity.yaml
index 22f40595..60ff2785 100644
--- a/collections/Lakes_WQ_TURB_water_turbidity.yaml
+++ b/collections/Lakes_WQ_TURB_water_turbidity.yaml
@@ -1,26 +1,46 @@
 Name: Lakes_WQ_TURB_water_turbidity
 Title: Lake water quality (turbidity)
 EodashIdentifier: Lakes_WQ_TURB
-Description: Lakes_WQ_TURB_water_turbidity/Lakes_WQ_TURB.md
+Description: Lakes_WQ_TURB_water_turbidity/Lakes_WQ_TURB_water_turbidity.md
 Themes:
   - water
 Tags:
-  - placeholder
-Satellite:
-  - Sentinel-3
-Sensor:
-  - OLCI
+  - Sentinel
+  - CLMS
+  - Water quality
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+    - Sentinel-3
+    Sensor:
+    - OLCI
 Agency:
+  - European Commission
   - ESA
-Provider:
-    - Name: placeholder
-License: MIT
+License:
+  - Url: https://land.copernicus.eu/en/data-policy
+    Type: text/html
+    Title: Data policy
+Citation:
+  Citation: |
+    European Commission Directorate-General Joint Research Centre. Lake Water Quality 2016-present (raster 300 m), global, 10-daily - version 1. 
+    https://land.copernicus.vgt.vito.be/geonetwork/srv/api/records/clms_global_lwq_300m_v1_10daily-nrt
+Image: Lakes_WQ_TURB_water_turbidity/Lakes_WQ_TURB_water_turbidity.png
+Legend: Lakes_WQ_TURB_water_turbidity/Lakes_WQ_TURB_legend.png
+References:
+  - Name: Contact
+    Url: https://forum.sentinel-hub.com/c/euro-data-cube/25
+  - Name: Lake Water Quality 2016-present (raster 300 m), global, 10-daily – version 1
+    Url: https://land.copernicus.eu/en/products/water-bodies/lake-water-quality-near-real-time-v1-0-300m
+  - Name: Lake Water Quality 300m
+    Url: https://collections.eurodatacube.com/clms-lake-water-quality/
 Resources:
-  - Group: Sentinel Hub Resources
   - EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: zarr
     CollectionId: ef59d045-a0cd-4ce0-a25d-5da91e70e965
     LayerId: LAKE_WATER_QUALITY_TURBIDITY_MEAN
-Image: Lakes_WQ_TURB_water_turbidity/thumbnail.png
-Legend: Lakes_WQ_TURB_water_turbidity/legend.png
+Provider: 
+  - Name: Copernicus Land Monitoring Service
+    Url: https://land.copernicus.eu/

From f45e0abb75c39f348afce56893676417544c776f Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Wed, 29 May 2024 16:02:14 +0200
Subject: [PATCH 002/138] Update LWE_lake_water_extent.yaml

---
 collections/LWE_lake_water_extent.yaml | 53 ++++++++++++++++++--------
 1 file changed, 38 insertions(+), 15 deletions(-)

diff --git a/collections/LWE_lake_water_extent.yaml b/collections/LWE_lake_water_extent.yaml
index 5eaa1999..dfe770dd 100644
--- a/collections/LWE_lake_water_extent.yaml
+++ b/collections/LWE_lake_water_extent.yaml
@@ -1,22 +1,45 @@
 Name: lake_water_extent
-Title: Lake water extent
+Title: Lakes water extent
 EodashIdentifier: LWE
 Subtitle: Lake water extent
-Description: LWE_lake_water_extent/LWE.md
+Description: LWE_lake_water_extent/LWE_lake_water_extent.md
 Themes:
-    - oceans
+  - water
 Tags:
-    - placeholder
-Satellite:
-    - multiple
-Sensor:
-    - CCI
+  - Climate Change Initiative
+  - Water quality
+  - Multi-sensors
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+    - Other
 Agency:
-    - ESA
-Provider:
-    - Name: PLES
+  - ESA
+Citation:
+  Publication:
+    - Citation: Carrea, L., Crétaux, JF., Liu, X. et al. Satellite-derived multivariate world-wide lake physical variable timeseries for climate studies. Sci Data 10, 30 (2023).
+      DOI: 10.1038/s41597-022-01889-z
+References:
+  - Name: Data Documentation
+    Url: https://climate.esa.int/en/projects/lakes/key-documents-lakes/
+  - Name: CCI Lakes project website
+    Url: https://climate.esa.int/en/projects/lakes/about/
+  - Name: Data Source
+    Url: https://catalogue.ceda.ac.uk/uuid/a07deacaffb8453e93d57ee214676304
+  - Name: DeepESDL (Earth System Data Lab)
+    Url: https://www.earthsystemdatalab.net/
+  - Name: Lexcube - visualise datasets in a 3D cube
+    Url: https://viewer.earthsystemdatalab.net/
+  - Name: xcube viewer - visualise DeepESDL datacubes (zarr) on the web
+    Url: https://viewer.earthsystemdatalab.net/
+  - Name: Euro Data Cube CCI Essential Climate Variables collection
+    Url: https://collections.eurodatacube.com/climate-change-initiative/
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: Lake_water_extent_tri_timeseries
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: Lake_water_extent_tri_timeseries
+Provider:
+  - Name: ESA
+    Url: https://www.esa.int/

From 3f60ec13fdbee2c75c07b543405c713c1d170e0e Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Wed, 29 May 2024 16:02:26 +0200
Subject: [PATCH 003/138] Update LWL_lake_water_level.yaml

---
 collections/LWL_lake_water_level.yaml | 53 +++++++++++++++++++--------
 1 file changed, 38 insertions(+), 15 deletions(-)

diff --git a/collections/LWL_lake_water_level.yaml b/collections/LWL_lake_water_level.yaml
index a2417ecb..85debd3d 100644
--- a/collections/LWL_lake_water_level.yaml
+++ b/collections/LWL_lake_water_level.yaml
@@ -1,22 +1,45 @@
 Name: lake_water_level
-Title: Lake water level
+Title: Lakes water level
 EodashIdentifier: LWL
 Subtitle: Lake water level
-Description: LWL_lake_water_level/LWL.md
+Description: LWL_lake_water_level/LWL_lake_water_level.md
 Themes:
-    - oceans
+  - water
 Tags:
-    - placeholder
-Satellite:
-    - multiple
-Sensor:
-    - CCI
+  - Climate Change Initiative
+  - Water quality
+  - Multi-sensors
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+    - Other
 Agency:
-    - ESA
-Provider:
-    - Name: PLES
+  - ESA
+Citation:
+  Publication:
+    - Citation: Carrea, L., Crétaux, JF., Liu, X. et al. Satellite-derived multivariate world-wide lake physical variable timeseries for climate studies. Sci Data 10, 30 (2023).
+      DOI: 10.1038/s41597-022-01889-z
+References:
+  - Name: Data Documentation
+    Url: https://climate.esa.int/en/projects/lakes/key-documents-lakes/
+  - Name: CCI Lakes project website
+    Url: https://climate.esa.int/en/projects/lakes/about/
+  - Name: Data Source
+    Url: https://catalogue.ceda.ac.uk/uuid/a07deacaffb8453e93d57ee214676304
+  - Name: DeepESDL (Earth System Data Lab)
+    Url: https://www.earthsystemdatalab.net/
+  - Name: Lexcube - visualise datasets in a 3D cube
+    Url: https://viewer.earthsystemdatalab.net/
+  - Name: xcube viewer - visualise DeepESDL datacubes (zarr) on the web
+    Url: https://viewer.earthsystemdatalab.net/
+  - Name: Euro Data Cube CCI Essential Climate Variables collection
+    Url: https://collections.eurodatacube.com/climate-change-initiative/
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: Lake_water_level_tri_timeseries
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: Lake_water_level_tri_timeseries
+Provider:
+  - Name: ESA
+    Url: https://www.esa.int/

From f9f47e1473485143af6d634523e77cfe5ee54aeb Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Wed, 29 May 2024 16:03:12 +0200
Subject: [PATCH 004/138] Update N1_NO2_city_trilateral.yaml

---
 collections/N1_NO2_city_trilateral.yaml | 47 ++++++++++++++++++-------
 1 file changed, 35 insertions(+), 12 deletions(-)

diff --git a/collections/N1_NO2_city_trilateral.yaml b/collections/N1_NO2_city_trilateral.yaml
index 14c34acb..7a6215c1 100644
--- a/collections/N1_NO2_city_trilateral.yaml
+++ b/collections/N1_NO2_city_trilateral.yaml
@@ -2,19 +2,42 @@ Name: N1_NO2_city_trilateral
 Title: City level NO2 (S5P)
 EodashIdentifier: N1_NO2_city_trilateral
 Subtitle: NO2 detected at cities based on Sentinel-5P data
-Description: N1_NO2_trilateral/N1.md
+Description: N1_NO2_city_trilateral/N1_NO2_city_trilateral.md
 Themes:
-    - air
+  - air
 Tags:
-    - placeholder
-Satellite:
-    - Sentinel-5P
-Sensor:
-    - placeholder
+  - Air quality
+  - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-5P
+      - Aura
+    Sensor:
+      - TROPOMI
+      - OMI
 Agency:
-    - ESA
+  - ESA
+  - NASA
+References:
+  - Name: Tropomi
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
+  - Name: Aura satellite
+    Url: https://aura.gsfc.nasa.gov/index.html
+  - Name: Air pollution remains low as Europeans stay at home
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
+  - Name: NO2 concentrations over India
+    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
+  - Name: Nitrogen Dioxide Levels Rebound in China
+    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: N1_tri
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: N1_tri
+Provider:
+  - Name: Copernicus
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: NASA
+    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 47365f31664a8f93e113fa16fb178f011e241be1 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 16:50:47 +0200
Subject: [PATCH 005/138] Update N1_NO2_city_trilateral.yaml

---
 collections/N1_NO2_city_trilateral.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/N1_NO2_city_trilateral.yaml b/collections/N1_NO2_city_trilateral.yaml
index 7a6215c1..8bf15809 100644
--- a/collections/N1_NO2_city_trilateral.yaml
+++ b/collections/N1_NO2_city_trilateral.yaml
@@ -2,7 +2,7 @@ Name: N1_NO2_city_trilateral
 Title: City level NO2 (S5P)
 EodashIdentifier: N1_NO2_city_trilateral
 Subtitle: NO2 detected at cities based on Sentinel-5P data
-Description: N1_NO2_city_trilateral/N1_NO2_city_trilateral.md
+Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
   - air
 Tags:

From 16cbe523f8698ee82c495a4830c5aeec92ced0e8 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 16:51:14 +0200
Subject: [PATCH 006/138] Update N1_NO2_city_trilateral.yaml

---
 collections/N1_NO2_city_trilateral.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/N1_NO2_city_trilateral.yaml b/collections/N1_NO2_city_trilateral.yaml
index 8bf15809..9970ec49 100644
--- a/collections/N1_NO2_city_trilateral.yaml
+++ b/collections/N1_NO2_city_trilateral.yaml
@@ -4,7 +4,7 @@ EodashIdentifier: N1_NO2_city_trilateral
 Subtitle: NO2 detected at cities based on Sentinel-5P data
 Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
-  - air
+  - atmosphere
 Tags:
   - Air quality
   - NO2

From 98e8208185a0c2dadaf58179d318c93af00993a4 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 16:55:31 +0200
Subject: [PATCH 007/138] Update N1_NO2_city_trilateral.yaml

---
 collections/N1_NO2_city_trilateral.yaml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/collections/N1_NO2_city_trilateral.yaml b/collections/N1_NO2_city_trilateral.yaml
index 9970ec49..191c4982 100644
--- a/collections/N1_NO2_city_trilateral.yaml
+++ b/collections/N1_NO2_city_trilateral.yaml
@@ -38,6 +38,11 @@ Resources:
     CollectionId: N1_tri
 Provider:
   - Name: Copernicus
+    Roles: licensor, producer
     Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: ESA
+    Roles: processor
+    Url: https://www.esa.int/
   - Name: NASA
+    Roles: licensor, producer, processor
     Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 2bd71ecee1a3b1c7a28f7cea032709295c72f32e Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 17:23:00 +0200
Subject: [PATCH 008/138] Update N1_NO2_diff_monthly.yaml

---
 collections/N1_NO2_diff_monthly.yaml | 44 +++++++++++++++++++++++-----
 1 file changed, 36 insertions(+), 8 deletions(-)

diff --git a/collections/N1_NO2_diff_monthly.yaml b/collections/N1_NO2_diff_monthly.yaml
index 1fcabcee..870f0385 100644
--- a/collections/N1_NO2_diff_monthly.yaml
+++ b/collections/N1_NO2_diff_monthly.yaml
@@ -2,18 +2,37 @@ Name: N1_NO2_diff_monthly
 Title: Nitrogen Dioxide (Monthly difference)
 EodashIdentifier: N1_NO2_diff_monthly
 Subtitle: Monthly difference of Nitrogen Dioxide (NO2) from NASA [10^15 molecules/cm²]
-Description: N1_NO2_trilateral/N1.md
+Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Air quality
+  - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-5P
+      - Aura
+    Sensor:
+      - TROPOMI
+      - OMI
 Agency:
+  - ESA
   - NASA
-Legend: N1_NO2_diff_monthly/cm_legend.png
+Image: N1_NO2_diff_monthly/N1_NO2_diff_monthly.png
+Legend: N1_NO2_diff_monthly/N1_NO2_diff_monthly_legend.png
+References:
+  - Name: Tropomi
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
+  - Name: Aura satellite
+    Url: https://aura.gsfc.nasa.gov/index.html
+  - Name: Air pollution remains low as Europeans stay at home
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
+  - Name: NO2 concentrations over India
+    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
+  - Name: Nitrogen Dioxide Levels Rebound in China
+    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
@@ -26,4 +45,13 @@ Resources:
     ColormapName: rdbu_r
     Rescale: [-3e15, 3e15]
     Bidx: 1
-Image: N1_NO2_diff_monthly/thumbnail.png
+Provider:
+  - Name: Copernicus
+    Roles: licensor, producer
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: ESA
+    Roles: processor
+    Url: https://www.esa.int/
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 94f870755a5bd07240073a84f51c099e54c9d8b9 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 17:23:14 +0200
Subject: [PATCH 009/138] Update N1_NO2_jaxa.yaml

---
 collections/N1_NO2_jaxa.yaml | 44 +++++++++++++++++++++++++++++++-----
 1 file changed, 38 insertions(+), 6 deletions(-)

diff --git a/collections/N1_NO2_jaxa.yaml b/collections/N1_NO2_jaxa.yaml
index 336c723b..1b268059 100644
--- a/collections/N1_NO2_jaxa.yaml
+++ b/collections/N1_NO2_jaxa.yaml
@@ -2,21 +2,53 @@ Name: N1_NO2_jaxa
 Title: NO2 JAXA
 EodashIdentifier: N1_NO2_jaxa
 Subtitle: NO2 TROPOMI JAXA Cairo
-Description: N1_NO2_trilateral/N1.md
+Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
+  - Air quality
   - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-5P
+      - Aura
+    Sensor:
+      - TROPOMI
+      - OMI
 Agency:
+  - ESA
+  - NASA
   - JAXA
+Legend: N1_NO2_jaxa/N1_NO2_jaxa_legend.png
+References:
+  - Name: Tropomi
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
+  - Name: Aura satellite
+    Url: https://aura.gsfc.nasa.gov/index.html
+  - Name: Air pollution remains low as Europeans stay at home
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
+  - Name: NO2 concentrations over India
+    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
+  - Name: Nitrogen Dioxide Levels Rebound in China
+    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: NO2-TROPOMI-Cairo-Daily
     OverwriteBBox: [30, 29, 32, 31] # WMS layer description provides incorrect BBox
-Legend: N1_NO2_jaxa/cm_legend.png
+Provider:
+  - Name: Copernicus
+    Roles: licensor, producer
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: ESA
+    Roles: processor
+    Url: https://www.esa.int/
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data
+  - Name: JAXA
+    Roles: processor
+    Url: https://global.jaxa.jp/

From 1223c4d42b45c35cc089223410e2de64ad0c6e2a Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 17:23:27 +0200
Subject: [PATCH 010/138] Update N1_NO2_monthly.yaml

---
 collections/N1_NO2_monthly.yaml | 44 +++++++++++++++++++++++++++------
 1 file changed, 36 insertions(+), 8 deletions(-)

diff --git a/collections/N1_NO2_monthly.yaml b/collections/N1_NO2_monthly.yaml
index 9d9e360f..58b10122 100644
--- a/collections/N1_NO2_monthly.yaml
+++ b/collections/N1_NO2_monthly.yaml
@@ -2,18 +2,37 @@ Name: N1_NO2_monthly
 Title: Nitrogen Dioxide (Monthly)
 EodashIdentifier: N1_NO2_monthly
 Subtitle: Monthly Nitrogen Dioxide (NO2) from NASA
-Description: N1_NO2_trilateral/N1.md
+Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Air quality
+  - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-5P
+      - Aura
+    Sensor:
+      - TROPOMI
+      - OMI
 Agency:
+  - ESA
   - NASA
-Legend: N1_NO2_monthly/cm_legend.png
+Image: N1_NO2_monthly/N1_NO2_monthly.png
+Legend: N1_NO2_monthly/N1_NO2_monthly_legend.png
+References:
+  - Name: Tropomi
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
+  - Name: Aura satellite
+    Url: https://aura.gsfc.nasa.gov/index.html
+  - Name: Air pollution remains low as Europeans stay at home
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
+  - Name: NO2 concentrations over India
+    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
+  - Name: Nitrogen Dioxide Levels Rebound in China
+    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
@@ -26,4 +45,13 @@ Resources:
     ColormapName: reds
     Rescale: [0, 108e14]
     Bidx: 1
-Image: N1_NO2_monthly/thumbnail.png
+Provider:
+  - Name: Copernicus
+    Roles: licensor, producer
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: ESA
+    Roles: processor
+    Url: https://www.esa.int/
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From da5e0b900d5d3a0b065c24978bcb6339c4161db3 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 17:23:41 +0200
Subject: [PATCH 011/138] Update N10_OMSO2PCA-COG.yaml

---
 collections/N10_OMSO2PCA-COG.yaml | 30 ++++++++++++++++++++++--------
 1 file changed, 22 insertions(+), 8 deletions(-)

diff --git a/collections/N10_OMSO2PCA-COG.yaml b/collections/N10_OMSO2PCA-COG.yaml
index b1d32ef9..88fafaad 100644
--- a/collections/N10_OMSO2PCA-COG.yaml
+++ b/collections/N10_OMSO2PCA-COG.yaml
@@ -6,14 +6,26 @@ Description: N10_OMSO2PCA-COG/N10.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - Aura
-Sensor:
-  - OMI
+  - Air quality
+  - SO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Aura
+    Sensor:
+      - OMI
 Agency:
   - NASA
-Legend: N10_OMSO2PCA-COG/cm_legend.png
+Image: N10_OMSO2PCA-COG/N10_OMSO2PCA-COG.png
+Legend: N10_OMSO2PCA-COG/N10_legend.png
+References:
+  - Name: Dataset access
+    Url: https://disc.gsfc.nasa.gov/datasets/OMSO2e_003/summary
+  - Name: SO2 Monitoring Home Page
+    Url: https://so2.gsfc.nasa.gov/
+  - Name: Aura Project Home Page
+    Url: https://aura.gsfc.nasa.gov/
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
@@ -25,5 +37,7 @@ Resources:
     ColormapName: viridis
     Rescale: [0.0, 1.0]
     Bidx: 1
-Image: N10_OMSO2PCA-COG/thumbnail.png
-yAxis: "DU"
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From feece4dc60236c14912f9998b3a045b41b4cfb91 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 30 May 2024 17:24:51 +0200
Subject: [PATCH 012/138] Update LWE_lake_water_extent.yaml


From 8710c02b7779b78a8343ef766d9cda715d6e2694 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 31 May 2024 15:23:27 +0200
Subject: [PATCH 013/138] Update N11_ocean_primary_productivity.yaml

---
 .../N11_ocean_primary_productivity.yaml       | 32 +++++++++++++------
 1 file changed, 23 insertions(+), 9 deletions(-)

diff --git a/collections/N11_ocean_primary_productivity.yaml b/collections/N11_ocean_primary_productivity.yaml
index f24b81f8..9b051986 100644
--- a/collections/N11_ocean_primary_productivity.yaml
+++ b/collections/N11_ocean_primary_productivity.yaml
@@ -2,21 +2,35 @@ Name: N11_ocean_primary_productivity
 Title: Ocean Primary Productivity (GCOM-C)
 EodashIdentifier: N11
 Subtitle: Ocean Primary Productivity (GCOM-C)
-Description: N11_ocean_primary_productivity/N11.md
+Description: N11_ocean_primary_productivity/N11_ocean_primary_productivity.md
 Themes:
-  - cryosphere
+  - oceans
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GCOM-C
+  - Primary productivity
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - GCOM-C
+    Sensor:
+      - SGLI
 Agency:
   - JAXA
+Citation:
+  Publication:
+    - Citation: |
+        Kameda, T., Ishizaka, J. Size-Fractionated Primary Production Estimated by a Two-Phytoplankton Community Model Applicable to Ocean Color Remote Sensing. J Oceanogr 61, 663–672 (2005).
+      DOI: 10.1007/s10872-005-0074-7
+Legend: N11_ocean_primary_productivity/N11_legend.png
+Image: N11_ocean_primary_productivity/N11_ocean_primary_productivity.png
+References:
+  - Name: Dataset access
+    Url: https://suzaku.eorc.jaxa.jp/GCOM_C/index.html
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: ONPP-GCOMC-World-Monthly
-Legend: N11_ocean_primary_productivity/cm_legend.png
-Image: N11_ocean_primary_productivity/thumbnail.png
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 04432f4adc4fe74b0dcb4ffb94bddb07810e4f36 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 31 May 2024 15:23:38 +0200
Subject: [PATCH 014/138] Update N12_1_sea_ice_concentration_arctic.yaml

---
 .../N12_1_sea_ice_concentration_arctic.yaml   | 42 +++++++++----------
 1 file changed, 20 insertions(+), 22 deletions(-)

diff --git a/collections/N12_1_sea_ice_concentration_arctic.yaml b/collections/N12_1_sea_ice_concentration_arctic.yaml
index e35f812a..e65f89a1 100644
--- a/collections/N12_1_sea_ice_concentration_arctic.yaml
+++ b/collections/N12_1_sea_ice_concentration_arctic.yaml
@@ -5,33 +5,31 @@ Description: N12_sea_ice_concentration/N12.md
 Themes:
   - cryosphere
 Tags:
-  - sea ice
-Satellite:
-  - GCOM-W
-Sensor:
-  - GCOM-W
+  - Arctic 
+  - Sea ice
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - GCOM-W
+    Sensor:
+      - AMSR2
 Agency:
   - JAXA
-Provider:
-  - Name: "Global Change Observation Mission – Water SHIZUKU (GCOM-W)"
-    Url: https://global.jaxa.jp/projects/sat/gcom_w/
-    Description: The purpose of this website is, first and foremost, to provide the science and broader communities with global, updated ocean productivity estimates. In addition, the website provides information on the models employed, access to model code and ancillary data sets, and comparisons of productivity estimates for alternative models. Field data sets relevant to ocean productivity modeling are also provided and will be continually expanded as new data become available. Educational material and background information on phytoplankton ecology and physiology will also be added in the future.
-    Roles: 
-      - producer
-  - Name: GCOM-W Research Product Distribution Service
+Legend: N12_sea_ice_concentration/N12_legend.png
+Image: N12_sea_ice_concentration/Arctic-N12_1.png
+References:
+  - Name: Dataset access
     Url: https://suzaku.eorc.jaxa.jp/GCOM_W/research/resdist.html
-    Description: The GCOM-W Research Product Distribution Service provides GCOM-W/AMSR2 and Aqua/AMSR-E research products with free of charge.
-    Roles:
-      - host
+  - Name: About Global Change Observation Mission - Water
+    Url: https://global.jaxa.jp/projects/sat/gcom_w/
+  - Name: Earth-graphy sea ice
+    Url: https://earth.jaxa.jp/en/data/products/sea-ice/index.html
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: OverwriteTimes
     LayerId: SIC_N
-    OverwriteBBox: [-20, 77, 50, 83]
-    Disable_Items: true
-    DateTimeInterval:
-      Start: "1978-11-01T00:00:00"
-      End: "2024-02-29T00:00:00"
-Legend: N12_sea_ice_concentration/cm_legend.png
-Image: N12_sea_ice_concentration/Arctic-N12_1.png
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From baac5bfd6801956237e16462da229d10e63219c5 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:26:24 +0200
Subject: [PATCH 015/138] Update N12_sea_ice_concentration_antarctic.yaml

---
 .../N12_sea_ice_concentration_antarctic.yaml  | 42 +++++++++----------
 1 file changed, 20 insertions(+), 22 deletions(-)

diff --git a/collections/N12_sea_ice_concentration_antarctic.yaml b/collections/N12_sea_ice_concentration_antarctic.yaml
index bb74ba60..dc0b785f 100644
--- a/collections/N12_sea_ice_concentration_antarctic.yaml
+++ b/collections/N12_sea_ice_concentration_antarctic.yaml
@@ -5,33 +5,31 @@ Description: N12_sea_ice_concentration/N12.md
 Themes:
   - cryosphere
 Tags:
-  - sea ice
-Satellite:
-  - GCOM-W
-Sensor:
-  - GCOM-W
+  - Antarctic 
+  - Sea ice
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - GCOM-W
+    Sensor:
+      - AMSR2
 Agency:
   - JAXA
-Provider:
-  - Name: "Global Change Observation Mission – Water SHIZUKU (GCOM-W)"
-    Url: https://global.jaxa.jp/projects/sat/gcom_w/
-    Description: The purpose of this website is, first and foremost, to provide the science and broader communities with global, updated ocean productivity estimates. In addition, the website provides information on the models employed, access to model code and ancillary data sets, and comparisons of productivity estimates for alternative models. Field data sets relevant to ocean productivity modeling are also provided and will be continually expanded as new data become available. Educational material and background information on phytoplankton ecology and physiology will also be added in the future.
-    Roles: 
-      - producer
-  - Name: GCOM-W Research Product Distribution Service
+Legend: N12_sea_ice_concentration/N12_legend.png
+Image: N12_sea_ice_concentration/Antarctic-N12.png
+References:
+  - Name: Dataset access
     Url: https://suzaku.eorc.jaxa.jp/GCOM_W/research/resdist.html
-    Description: The GCOM-W Research Product Distribution Service provides GCOM-W/AMSR2 and Aqua/AMSR-E research products with free of charge.
-    Roles:
-      - host
+  - Name: About Global Change Observation Mission - Water
+    Url: https://global.jaxa.jp/projects/sat/gcom_w/
+  - Name: Earth-graphy sea ice
+    Url: https://earth.jaxa.jp/en/data/products/sea-ice/index.html
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: OverwriteTimes
     LayerId: SIC_S
-    OverwriteBBox: [-107, -84, 125, -64]
-    Disable_Items: true
-    DateTimeInterval:
-      Start: "1978-11-01T00:00:00"
-      End: "2024-02-29T00:00:00"
-Legend: N12_sea_ice_concentration/cm_legend.png
-Image: N12_sea_ice_concentration/Antarctic-N12.png
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 154e097baef4135ddb3ed3113524cc6543421af4 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:26:48 +0200
Subject: [PATCH 016/138] Update N2_CO2_diff.yaml

---
 collections/N2_CO2_diff.yaml | 36 +++++++++++++++++++++++++++---------
 1 file changed, 27 insertions(+), 9 deletions(-)

diff --git a/collections/N2_CO2_diff.yaml b/collections/N2_CO2_diff.yaml
index 8b02a51c..02e998ea 100644
--- a/collections/N2_CO2_diff.yaml
+++ b/collections/N2_CO2_diff.yaml
@@ -2,28 +2,46 @@ Name: N2_CO2_diff
 Title: Difference of Carbon Dioxide
 EodashIdentifier: N2_diff
 Subtitle: Difference of Carbon Dioxide [ppm]
-Description: N2_CO2_diff/N2.md
+Description: N2_CO2_diff/N2_CO2_diff.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Air quality
+  - CO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - OCO-2
+    Sensor:
+      - OCO-2
 Agency:
   - NASA
-Legend: N2_CO2_diff/legend.png
+Legend: N2_CO2_diff/N2_CO2_diff_legend.png
+Image: N2_CO2_diff/N2_CO2_diff.png
+Citation:
+  Publication:
+    - Citation: |
+       Le Quéré, C., Jackson, R.B., Jones, M.W. et al. Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement. Nat. Clim. Chang. 10, 647–653 (2020).
+      DOI: 10.1038/s41558-020-0797-x
+References:
+  - Name: Scientific Consensus on global climate change
+    Url: https://science.nasa.gov/climate-change/scientific-consensus/
+  - Name: Orbiting Carbon Observatory-2
+    Url: https://ocov2.jpl.nasa.gov/
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
     Rescale: 1e6
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: co2-diff
     ColormapName: rdbu_r
     Rescale: [-0.000001,0.000001]
     Bidx: 1
-Image: N2_CO2_diff/thumbnail.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://ocov2.jpl.nasa.gov/science/oco-2-data-center/

From be84d5ebf6711294811cebe1e12a0f05bdad87ac Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:00 +0200
Subject: [PATCH 017/138] Update N2_CO2_jaxa_gosat.yaml

---
 collections/N2_CO2_jaxa_gosat.yaml | 35 +++++++++++++++++++++++-------
 1 file changed, 27 insertions(+), 8 deletions(-)

diff --git a/collections/N2_CO2_jaxa_gosat.yaml b/collections/N2_CO2_jaxa_gosat.yaml
index 21af8321..6ad25c77 100644
--- a/collections/N2_CO2_jaxa_gosat.yaml
+++ b/collections/N2_CO2_jaxa_gosat.yaml
@@ -1,22 +1,41 @@
 Name: N2_CO2_jaxa_gosat
 Title: "GOSAT - Carbon Dioxide"
 EodashIdentifier: N2_CO2_jaxa_gosat
-Description: N2_CO2_jaxa_gosat/N2.md
+Description: N2_CO2_jaxa_gosat/N2_CO2_jaxa_gosat.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - GOSAT
-Sensor:
-  - GOSAT-CO2
+  - Air quality
+  - CO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - GOSAT
+    Sensor:
+      - TANSO-FTS
+      - TANSO-CAI
 Agency:
   - JAXA
+Legend: N2_CO2_jaxa_gosat/N2_CO2_jaxa_gosat_legend.png
+Image: N2_CO2_jaxa_gosat/N2_CO2_jaxa_gosat.png
+Citation:
+  Publication:
+    - Citation: |
+       Le Quéré, C., Jackson, R.B., Jones, M.W. et al. Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement. Nat. Clim. Chang. 10, 647–653 (2020).
+      DOI: 10.1038/s41558-020-0797-x
+References:
+  - Name: Scientific Consensus on global climate change
+    Url: https://science.nasa.gov/climate-change/scientific-consensus/
+  - Name: GOSAT
+    Url: https://www.eorc.jaxa.jp/GOSAT/index.html
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: XCO2-GOSAT-Cairo
     OverwriteBBox: [30, 29, 32, 31] # WMS layer description provides incorrect BBox
-Legend: N2_CO2_jaxa_gosat/cm_legend.png
-Image: N2_CO2_jaxa_gosat/thumbnail.png
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://data2.gosat.nies.go.jp/index_en.html

From 1b97ec61a49bbe7468750a987f7e250c9ed88d0a Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:10 +0200
Subject: [PATCH 018/138] Update N2_CO2_mean.yaml

---
 collections/N2_CO2_mean.yaml | 36 +++++++++++++++++++++++++++---------
 1 file changed, 27 insertions(+), 9 deletions(-)

diff --git a/collections/N2_CO2_mean.yaml b/collections/N2_CO2_mean.yaml
index 392951e3..e17488ca 100644
--- a/collections/N2_CO2_mean.yaml
+++ b/collections/N2_CO2_mean.yaml
@@ -2,28 +2,46 @@ Name: N2_CO2_mean
 Title: Mean Carbon Dioxide
 EodashIdentifier: N2_CO2_mean
 Subtitle: Mean Carbon Dioxide [ppm]
-Description: N2_CO2_mean/N2.md
+Description: N2_CO2_mean/N2_CO2_mean.md
 Themes:
   - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Air quality
+  - CO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - OCO-2
+    Sensor:
+      - OCO-2
 Agency:
   - NASA
-Legend: N2_CO2_mean/legend.png
+Legend: N2_CO2_mean/N2_CO2_mean_legend.png
+Image: N2_CO2_mean/N2_CO2_mean.png
+Citation:
+  Publication:
+    - Citation: |
+       Le Quéré, C., Jackson, R.B., Jones, M.W. et al. Temporary reduction in daily global CO2 emissions during the COVID-19 forced confinement. Nat. Clim. Chang. 10, 647–653 (2020).
+      DOI: 10.1038/s41558-020-0797-x
+References:
+  - Name: Scientific Consensus on global climate change
+    Url: https://science.nasa.gov/climate-change/scientific-consensus/
+  - Name: Orbiting Carbon Observatory-2
+    Url: https://ocov2.jpl.nasa.gov/
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
     Rescale: 1e6
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: co2-mean
     ColormapName: rdylbu_r
     Rescale: [0.000408, 0.000419]
     Bidx: 1
-Image: N2_CO2_mean/thumbnail.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://ocov2.jpl.nasa.gov/science/oco-2-data-center/

From b16e936e60c4e26184a51d36c475231846500f59 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:20 +0200
Subject: [PATCH 019/138] Update N2_greenhouse_gases.yaml

---
 collections/N2_greenhouse_gases.yaml | 39 ++++++++++++++++------------
 1 file changed, 23 insertions(+), 16 deletions(-)

diff --git a/collections/N2_greenhouse_gases.yaml b/collections/N2_greenhouse_gases.yaml
index dccb27b2..f06c26dc 100644
--- a/collections/N2_greenhouse_gases.yaml
+++ b/collections/N2_greenhouse_gases.yaml
@@ -2,23 +2,30 @@ Name: greenhouse_gases
 Title: Greenhouse gases
 EodashIdentifier: N2_greenhouse_gases
 Subtitle: The Impact of the COVID-19 Pandemic on Atmospheric CO2
-Description: N2_greenhouse_gases/N2.md
+Description: N2_greenhouse_gases/N2_greenhouse_gases.md
 Themes:
-    - atmosphere
+  - atmosphere
 Tags:
-    - placeholder
-Satellite:
-    - GOSAT_XCO2
-Sensor:
-    - GOSAT
+  - Air quality
+  - CO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - GOSAT
+    Sensor:
+      - TANSO-FTS
+      - TANSO-CAI
 Agency:
-    - NASA
-    - JAXA
-    - ESA
+  - JAXA
+Image: N2_greenhouse_gases/N2_greenhouse_gases.png
+Legend: N2_greenhouse_gases/N2_greenhouse_gases_legend.png
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: N2_tri
-Image: N2_greenhouse_gases/thumbnail.png
-Legend: N2_greenhouse_gases/legend.png
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: N2_tri
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://data2.gosat.nies.go.jp/index_en.html

From 6add1bc5bce03e8b25a72aa77aacb5ceeea104ae Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:33 +0200
Subject: [PATCH 020/138] Update N5_nightlights.yaml

---
 collections/N5_nightlights.yaml | 25 +++++++++++++++----------
 1 file changed, 15 insertions(+), 10 deletions(-)

diff --git a/collections/N5_nightlights.yaml b/collections/N5_nightlights.yaml
index e644c9f9..0e9bb416 100644
--- a/collections/N5_nightlights.yaml
+++ b/collections/N5_nightlights.yaml
@@ -1,17 +1,18 @@
 Name: nightlights
 Title: Nightlights
 EodashIdentifier: N5
-Description: N5_nightlights/N5.md
+Description: N5_nightlights/N5_nightlights.md
 Themes:
-  - atmosphere
   - economy
 Tags:
-  - covid
-  - slowdown
-Satellite:
-  - Suomi
-Sensor:
-  - VIIRS
+  - Human activities
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Suomi
+    Sensor:
+      - VIIRS
 Agency:
   - NASA
 Locations:
@@ -145,6 +146,8 @@ Locations:
     Name: Aichi Nagoya
     Identifier: JP06
     Country: JP
+Legend: N5_nightlights/N5_legend.png
+Image: N5_nightlights/N5_nightlights.png
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
     Type: cog
@@ -153,5 +156,7 @@ Resources:
     Bidx: 1
     ColormapName: inferno
     Rescale: [0, 255]
-Legend: N5_nightlights/legend.png
-Image: N5_nightlights/thumbnail.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://search.earthdata.nasa.gov/search?portal=idn&fi=VIIRS

From bcc2f2e7fa00a89d0945600afdbae9a6921f5874 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:43 +0200
Subject: [PATCH 021/138] Update N6_geoglam.yaml

---
 collections/N6_geoglam.yaml | 32 ++++++++++++++++++++++----------
 1 file changed, 22 insertions(+), 10 deletions(-)

diff --git a/collections/N6_geoglam.yaml b/collections/N6_geoglam.yaml
index 942614b0..becac924 100644
--- a/collections/N6_geoglam.yaml
+++ b/collections/N6_geoglam.yaml
@@ -1,24 +1,36 @@
 Name: N6_geoglam
 Title: Crop Conditions (GEOGLAM)
 EodashIdentifier: N6
-Description: N6_geoglam/N6.md
+Description: N6_geoglam/N6_geoglam.md
 Themes:
   - economy
 Tags:
-  - covid
-  - slowdown
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Agriculture
+  - Human activities
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
+  InSitu:
+    - Other
 Agency:
   - NASA
+  - ESA
+  - JAXA
+Legend: N6_geoglam/N6_legend.png
+Image: N6_geoglam/N6_geoglam.png
+References:
+  - Name: NASA Harvest Mission
+    Url: https://nasaharvest.org/
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: geoglam
     Bidx: 1
     Colormap: "%7B%221%22%3A%20%5B120%2C%20120%2C%20120%2C%20255%5D%2C%222%22%3A%20%5B130%2C%2065%2C%200%2C%20255%5D%2C%223%22%3A%20%5B66%2C%20207%2C%2056%2C%20255%5D%2C%224%22%3A%20%5B245%2C%20239%2C%200%2C%20255%5D%2C%225%22%3A%20%5B241%2C%2089%2C%2032%2C%20255%5D%2C%226%22%3A%20%5B168%2C%200%2C%200%2C%20255%5D%2C%227%22%3A%20%5B0%2C%20143%2C%20201%2C%20255%5D%7D"
-Legend: N6_geoglam/legend.png
-Image: N6_geoglam/thumbnail.png
+Provider:
+  - Name: GEOGLAM
+    Roles: licensor, processor
+    Url: https://www.cropmonitor.org/eo-data

From 09d5a86db095203e980b7f8ed0aafb4a2e126d36 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:27:54 +0200
Subject: [PATCH 022/138] Update N7_slowdown_proxy.yaml

---
 collections/N7_slowdown_proxy.yaml | 55 ++++++++++++++++++++++++------
 1 file changed, 44 insertions(+), 11 deletions(-)

diff --git a/collections/N7_slowdown_proxy.yaml b/collections/N7_slowdown_proxy.yaml
index a70cff79..9a9f3a25 100644
--- a/collections/N7_slowdown_proxy.yaml
+++ b/collections/N7_slowdown_proxy.yaml
@@ -1,18 +1,26 @@
 Name: slowdown_proxy
 Title: Slowdown proxy Covid-19
 EodashIdentifier: N7
-Description: N7_slowdown_proxy/N7.md
+Description: N7_slowdown_proxy/N7_slowdown_proxy.md
 Themes:
   - economy
 Tags:
-  - covid
-  - slowdown
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Covid-19
+  - Human activities
+  - Mobility
+  - Open Data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-1
+      - ALOS-2
+    Sensor:
+      - C-SAR
+      - PALSAR-2
 Agency:
-  - NASA
+  - ESA
+  - JAXA
+  - European Commission
 Locations:
   - Identifier: CN01
     Country: CN
@@ -50,11 +58,36 @@ Locations:
     Subtitle: Slowdown Proxy Maps
     Point: [-122.41638, 37.7775]
     Bbox: [-122.95, 37.01, -120.96, 38.18]
+Legend: N7_slowdown_proxy/N7_legend.png
+Image: N7_slowdown_proxy/N7_slowdown_proxy.png
+References:
+  - Name: Damage Proxy Maps
+    Url: https://appliedsciences.nasa.gov/our-impact/news/aria-damage-proxy-map-lombok-indonesia-earthquake
+  - Name: What is Synthetic Aperture Radar?
+    Url: https://earthdata.nasa.gov/learn/what-is-sar
+  - Name: Disasters program area of NASA's Earth Science Applied Sciences Program
+    Url: https://appliedsciences.nasa.gov/what-we-do/disasters
+  - Name: Disaster monitoring with Earth Observation Satellites
+    Url: https://www.esa.int/ESA_Multimedia/Keywords/Description/Disasters/(result_type)/videos
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: slowdown-proxy-covid-19-changing-landscapes
     Bidx: [1,2,3]
-Legend: N7_slowdown_proxy/legend.png
-Image: N7_slowdown_proxy/thumbnail.png
+Provider:
+  - Name: NASA-JPL
+    Roles: processor
+    Url: https://aria-share.jpl.nasa.gov/
+  - Name: EOS
+    Roles: processor
+    Url: https://earthobservatory.sg/
+  - Name: ESA
+    Roles: producer
+    Url: https://www.esa.int/Applications/Observing_the_Earth
+  - Name: JAXA
+    Roles: licensor, producer
+    Url: https://global.jaxa.jp/projects/sat/alos2/index.html
+  - Name: Copernicus
+    Roles: licensor, producer
+    Url: https://scihub.copernicus.eu/

From 0f204df34c0c87d1adf12aa2715977f38574874e Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:28:04 +0200
Subject: [PATCH 023/138] Update N8_recovery_proxy.yaml

---
 collections/N8_recovery_proxy.yaml | 55 ++++++++++++++++++++++++------
 1 file changed, 44 insertions(+), 11 deletions(-)

diff --git a/collections/N8_recovery_proxy.yaml b/collections/N8_recovery_proxy.yaml
index 9f3df31d..4e3a2837 100644
--- a/collections/N8_recovery_proxy.yaml
+++ b/collections/N8_recovery_proxy.yaml
@@ -1,18 +1,26 @@
 Name: recovery_proxy
 Title: Recovery proxy Covid-19
 EodashIdentifier: N8
-Description: N8_recovery_proxy/N8.md
+Description: N8_recovery_proxy/N8_recovery_proxy.md
 Themes:
   - economy
 Tags:
-  - covid
-  - recovery
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Covid-19
+  - Human activities
+  - Mobility
+  - Open Data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-1
+      - ALOS-2
+    Sensor:
+      - C-SAR
+      - PALSAR-2
 Agency:
-  - NASA
+  - ESA
+  - JAXA
+  - European Commission
 Locations:
   - Identifier: CN01
     Country: CN
@@ -80,11 +88,36 @@ Locations:
     Subtitle: Recovery Proxy Maps
     Point: [-121.944, 38.715]
     Bbox: [-122.13, 38.20, -120.00, 39.23]
+Legend: N8_recovery_proxy/N8_legend.png
+Image: N8_recovery_proxy/N8_recovery_proxy.png
+References:
+  - Name: Damage Proxy Maps
+    Url: https://appliedsciences.nasa.gov/our-impact/news/aria-damage-proxy-map-lombok-indonesia-earthquake
+  - Name: What is Synthetic Aperture Radar?
+    Url: https://earthdata.nasa.gov/learn/what-is-sar
+  - Name: Disasters program area of NASA's Earth Science Applied Sciences Program
+    Url: https://appliedsciences.nasa.gov/what-we-do/disasters
+  - Name: Disaster monitoring with Earth Observation Satellites
+    Url: https://www.esa.int/ESA_Multimedia/Keywords/Description/Disasters/(result_type)/videos
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: recovery-proxy-maps-covid-19
     Bidx: [1,2,3]
-Legend: N8_recovery_proxy/legend.png
-Image: N8_recovery_proxy/thumbnail.png
+Provider:
+  - Name: NASA-JPL
+    Roles: processor
+    Url: https://aria-share.jpl.nasa.gov/
+  - Name: EOS
+    Roles: processor
+    Url: https://earthobservatory.sg/
+  - Name: ESA
+    Roles: producer
+    Url: https://www.esa.int/Applications/Observing_the_Earth
+  - Name: JAXA
+    Roles: licensor, producer
+    Url: https://global.jaxa.jp/projects/sat/alos2/index.html
+  - Name: Copernicus
+    Roles: licensor, producer
+    Url: https://scihub.copernicus.eu/

From a1462e17eee762c84b060678abdd19b05be8ed1f Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Thu, 6 Jun 2024 17:28:14 +0200
Subject: [PATCH 024/138] Update N9_OMI_trno2-COG.yaml

---
 collections/N9_OMI_trno2-COG.yaml | 39 ++++++++++++++++---------------
 1 file changed, 20 insertions(+), 19 deletions(-)

diff --git a/collections/N9_OMI_trno2-COG.yaml b/collections/N9_OMI_trno2-COG.yaml
index 8b8c27c1..3ba09a8b 100644
--- a/collections/N9_OMI_trno2-COG.yaml
+++ b/collections/N9_OMI_trno2-COG.yaml
@@ -2,38 +2,39 @@ Name: N9_OMI_trno2-COG
 Title: Nitrogen Dioxide (Yearly)
 EodashIdentifier: N9
 Subtitle: Yearly Nitrogen Dioxide (NO2) from NASA's OMI Aura 0.10 x 0.10
-Description: N9_OMI_trno2-COG/N9.md
+Description: N9_OMI_trno2-COG/N9_OMI_trno2-COG.md
 Themes:
   - atmosphere
 Tags:
-  - air quality
-  - no2
-Satellite:
-  - AURA
-Sensor:
-  - OMI
+  - Air quality
+  - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Aura
+    Sensor:
+      - OMI
 Agency:
   - NASA
-Provider:
-  - Name: VEDA
-    Url: https://www.earthdata.nasa.gov/esds/veda
-    Description: NASA's Visualization, Exploration, and Data Analysis (VEDA) project is an open-source science cyberinfrastructure for data processing, visualization, exploration, and geographic information systems (GIS) capabilities.
-    Roles:
-      - host
+Image: N9_OMI_trno2-COG/N9_OMI_trno2-COG.png
+Legend: N9_OMI_trno2-COG/N9_legend.png
+References:
+  - Name: OMI/Aura NO2 Cloud-Screened Total and Tropospheric Column L3 Global Gridded
+    Url: https://disc.gsfc.nasa.gov/datasets/OMNO2d_003/summary
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
     Rescale: 1e-14
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: OMI_trno2-COG
-    # TODO: There seems to be some issues with the colormap encoding
-    # Colormap: {"1": [120, 120, 120, 255],"2": [130, 65, 0, 255],"3": [66, 207, 56, 255],"4": [245, 239, 0, 255],"5": [241, 89, 32, 255],"6": [168, 0, 0, 255],"7": [0, 143, 201, 255]}
-    # Complete colormap or colormap name can be defined
     ColormapName: reds
     Rescale: [0, 37e14]
     Bidx: 1
-Image: N9_OMI_trno2-COG/thumbnail.png
-Legend: N9_OMI_trno2-COG/cm_legend.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://search.earthdata.nasa.gov/search?q=OMNO2d_003

From 3e63d7151d5427e85efa1bb36350cd080619921d Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Wed, 12 Jun 2024 13:41:59 +0200
Subject: [PATCH 025/138] feat: add ESDL Hydrology

---
 catalogs/race.yaml                 |  1 +
 catalogs/trilateral.yaml           |  1 +
 collections/ESDL_Hydrology_SM.yaml | 38 ++++++++++++++++++++++++++++++
 3 files changed, 40 insertions(+)
 create mode 100644 collections/ESDL_Hydrology_SM.yaml

diff --git a/catalogs/race.yaml b/catalogs/race.yaml
index 78e03c50..df824838 100644
--- a/catalogs/race.yaml
+++ b/catalogs/race.yaml
@@ -37,3 +37,4 @@ collections:
   - GG_people_mobility_reports
   - CV19_covid_19_indicators
   - crop_forecast_CropOM
+  - ESDL_Hydrology_SM
diff --git a/catalogs/trilateral.yaml b/catalogs/trilateral.yaml
index 9e9cd5ba..f3519002 100644
--- a/catalogs/trilateral.yaml
+++ b/catalogs/trilateral.yaml
@@ -108,6 +108,7 @@ collections:
   - ADD_Melt_Onset
   - ADD_Melt_Season_End
   - ADD_Meltmap
+  - ESDL_Hydrology_SM
   - MCD_S14Amazonas_detections
   - EPA_Methane
   - HLS_NDVI
diff --git a/collections/ESDL_Hydrology_SM.yaml b/collections/ESDL_Hydrology_SM.yaml
new file mode 100644
index 00000000..c4ffdfb0
--- /dev/null
+++ b/collections/ESDL_Hydrology_SM.yaml
@@ -0,0 +1,38 @@
+Name: ESDL_Hydrology_SM
+Title: RT1 Surface Soil Moisture
+EodashIdentifier: ESDL_Hydrology_SM
+Description: "ESDL_Hydrology_SM/ESDL_Hydrology_SM.md"
+Themes:
+  - agriculture
+Tags:
+  - Copernicus
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-1
+    Sensor:
+      - C-SAR
+Agency:
+  - ESA
+Provider:
+  - Name: Copernicus
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: Copernicus Land Monitoring Service 
+    Url: https://land.copernicus.eu/
+  - Name: Deep Earth System Data Lab
+    Url: https://www.earthsystemdatalab.net/
+    Roles:
+      - host
+      - producer
+Resources:
+  - EndPoint: https://api.earthsystemdatalab.net/api
+    Type: zarr
+    Name: xcube
+    StacEndpoint: "/ogc"
+    DatacubeId: 'hydrology'
+    Variable: SM
+    ColormapName: plasma_r
+    Rescale: [0,1]
+Legend: ESDL_Hydrology_SM/cm_legend.png
+Image: ESDL_Hydrology_SM/image.png

From f5657d4b626a6545b473d5c699c3a2aa73562f53 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 16:40:23 +0200
Subject: [PATCH 026/138] Update N11_ocean_primary_productivity.yaml

---
 collections/N11_ocean_primary_productivity.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/N11_ocean_primary_productivity.yaml b/collections/N11_ocean_primary_productivity.yaml
index 9b051986..33b98983 100644
--- a/collections/N11_ocean_primary_productivity.yaml
+++ b/collections/N11_ocean_primary_productivity.yaml
@@ -6,7 +6,7 @@ Description: N11_ocean_primary_productivity/N11_ocean_primary_productivity.md
 Themes:
   - oceans
 Tags:
-  - Primary productivity
+  - Primary production
   - Open data
 DataSource:
   Spaceborne:

From 1e580ba162f83530d5702ee972faec7d6a0bfdb6 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 17:05:08 +0200
Subject: [PATCH 027/138] Update N11_ocean_primary_productivity.yaml

---
 collections/N11_ocean_primary_productivity.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/collections/N11_ocean_primary_productivity.yaml b/collections/N11_ocean_primary_productivity.yaml
index 33b98983..f434a5a5 100644
--- a/collections/N11_ocean_primary_productivity.yaml
+++ b/collections/N11_ocean_primary_productivity.yaml
@@ -31,6 +31,7 @@ Resources:
     Name: WMS
     Type: Time
     LayerId: ONPP-GCOMC-World-Monthly
+Provider:
   - Name: JAXA
     Roles: licensor, producer, processor
     Url: https://global.jaxa.jp/

From 5348af8b33edd67e99ba21c605baadb7265d9522 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:47:56 +0200
Subject: [PATCH 028/138] Update nceo_africa_2017.yaml

---
 collections/nceo_africa_2017.yaml | 29 +++++++++++++++++++----------
 1 file changed, 19 insertions(+), 10 deletions(-)

diff --git a/collections/nceo_africa_2017.yaml b/collections/nceo_africa_2017.yaml
index d938e4b5..c1470ec1 100644
--- a/collections/nceo_africa_2017.yaml
+++ b/collections/nceo_africa_2017.yaml
@@ -2,25 +2,34 @@ Name: nceo_africa_2017
 Title: Aboveground Biomass
 EodashIdentifier: NCEO
 Subtitle: Aboveground Biomass subtitle
-Description: nceo_africa_2017/NCEO.md
+Description: nceo_africa_2017/nceo_africa_2017.md
 Themes:
-  - agriculture
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - MODIS
+  - Africa
+  - Wood
+  - Open data
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
   - NASA
+Legend: nceo_africa_2017/NCEO_legend.png
+Image: nceo_africa_2017/nceo_africa_2017.png
+References:
+  - Name: Above Ground Biomass
+    Url: https://ceos.org/gst/biomass.html
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: nceo_africa_2017
     ColormapName: gist_earth_r
     Rescale: [0.0,400.0]
     Bidx: 1
-Legend: nceo_africa_2017/cm_legend.png
-Image: nceo_africa_2017/thumbnail.png
+Provider:
+  - Name: NCEO
+    Roles: licensor, processor
+    Url: https://www.nceo.ac.uk/data-tools/datasets/

From 05bc341dfcc7cb7bfef946a0ca4ca536c7bcd24b Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:48:15 +0200
Subject: [PATCH 029/138] Update NLK_lake_aral.yaml

---
 collections/NLK_lake_aral.yaml | 23 ++++++++++++++---------
 1 file changed, 14 insertions(+), 9 deletions(-)

diff --git a/collections/NLK_lake_aral.yaml b/collections/NLK_lake_aral.yaml
index 51fd2a0f..11ea00a7 100644
--- a/collections/NLK_lake_aral.yaml
+++ b/collections/NLK_lake_aral.yaml
@@ -1,26 +1,31 @@
 Name: NLK_lake_aral
 Title: Aral Lake cloud free
 EodashIdentifier: NLK_lake_aral
-Description: Aral lake Landsat-8
+Description: Landsat-8 images of the Aral Lake
 Themes:
   - oceans
 Tags:
-  - lake
-Satellite:
-  - Landsat-8
-Sensor:
-  - OLI
+  - Lake
+  - Optical
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Landsat-8
+    Sensor:
+      - OLI
 Agency:
   - NASA
-Legend: NLK_lake_cloud_free/cm_legend.png
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: tiles
     Name: VEDA
+    Type: tiles
     CollectionId: landsat-c2l2-sr-lakes-aral-sea
     Assets: 
       - red
       - green
       - blue
     ColorFormula: gamma+RGB+2.7%2C+saturation+1.5%2C+sigmoidal+RGB+15+0.55
-    NoData: 0
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://landsat.gsfc.nasa.gov/data/data-access/

From e3ef17e384c5658490e366d9789ea9209f12ad38 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:48:28 +0200
Subject: [PATCH 030/138] Update NPPN_net_primary_production.yaml

---
 collections/NPPN_net_primary_production.yaml | 55 +++++++++++---------
 1 file changed, 29 insertions(+), 26 deletions(-)

diff --git a/collections/NPPN_net_primary_production.yaml b/collections/NPPN_net_primary_production.yaml
index 86febc45..acf40fb5 100644
--- a/collections/NPPN_net_primary_production.yaml
+++ b/collections/NPPN_net_primary_production.yaml
@@ -1,46 +1,49 @@
 Name: net_primary_production
 Title: Net primary production
 EodashIdentifier: NPPN
-Description: NPPN_net_primary_production/NPPN.md
+Description: NPPN_net_primary_production/NPPN_net_primary_production.md
 Themes:
-  - water
+  - oceans
 Tags:
-  - model
-  - photosynthesis
-  - organic material
-  - chlorophyll
-Satellite:
-  - Aqua
-Sensor:
-  - MODIS
+  - Model
+  - Primary production
+  - Open data
+  - Photosynthesis
+  - Organic material
+  - Chlorophyll
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Aqua
+    Sensor:
+      - MODIS
 Agency:
   - NASA
-Provider:
-  - Name: Ocean Productivity
-    Url: http://science.oregonstate.edu/ocean.productivity/index.php
-    Description: The purpose of this website is, first and foremost, to provide the science and broader communities with global, updated ocean productivity estimates. In addition, the website provides information on the models employed, access to model code and ancillary data sets, and comparisons of productivity estimates for alternative models. Field data sets relevant to ocean productivity modeling are also provided and will be continually expanded as new data become available. Educational material and background information on phytoplankton ecology and physiology will also be added in the future.
-    Roles:
-      - producer
-  - Name: VEDA
-    Url: https://www.earthdata.nasa.gov/esds/veda
-    Description: NASA's Visualization, Exploration, and Data Analysis (VEDA) project is an open-source science cyberinfrastructure for data processing, visualization, exploration, and geographic information systems (GIS) capabilities.
-    Roles:
-      - host
 Citation:
-  Citation: Data from Ocean Productivity site (http://science.oregonstate.edu/ocean.productivity/index.php)
   Publication:
-    - Citation: "Behrenfeld, MJ, PG Falkowski - Limnology and Oceanography (1997a, Volume 42: 1-20); Photosynthetic rates derived from satellite-based chlorophyll concentration;"
+    - Citation: |
+        Behrenfeld, MJ, PG Falkowski - Limnology and Oceanography (1997a, Volume 42 1-20); Photosynthetic rates derived from satellite-based chlorophyll concentration
       DOI: 10.4319/lo.1997.42.1.0001
+Legend: NPPN_net_primary_production/NPPN_legend.png
+Image: NPPN_net_primary_production/NPPN_net_primary_production.png
+References:
+  - Name: Ocean productivity
+    Url: https://sites.science.oregonstate.edu/ocean.productivity/index.php
 Services:
   - Endpoint: https://staging-raster.delta-backend.com/cog/statistics
     Name: VEDA Statistics
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
+    Name: VEDA 
     Type: cog
-    Name: VEDA
     CollectionId: MO_NPP_npp_vgpm
     ColormapName: jet
     Rescale: [0.0, 1500.0]
     Bidx: 1
-Legend: NPPN_net_primary_production/legend.png
-Image: NPPN_net_primary_production/thumbnail.png
+Provider:
+  - Name: Ocean Productivity
+    Roles: processor
+    Url: http://orca.science.oregonstate.edu/npp_products.php
+  - Name: NASA
+    Roles: licensor, producer
+    Url: https://www.earthdata.nasa.gov/esds/veda

From 68e718eba766abea89af5ec300e2a5d0b564f675 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:48:40 +0200
Subject: [PATCH 031/138] Update NPP_ocean_primary_productivity.yaml

---
 .../NPP_ocean_primary_productivity.yaml       | 65 +++++++++++++------
 1 file changed, 46 insertions(+), 19 deletions(-)

diff --git a/collections/NPP_ocean_primary_productivity.yaml b/collections/NPP_ocean_primary_productivity.yaml
index 02f7762c..b2d6df81 100644
--- a/collections/NPP_ocean_primary_productivity.yaml
+++ b/collections/NPP_ocean_primary_productivity.yaml
@@ -3,35 +3,62 @@ Title: Ocean net primary production (BICEP)
 EodashIdentifier: NPP
 Description: NPP_ocean_primary_productivity/NPP.md
 Themes:
-  - water
+  - oceans
 Tags:
-  - model
-  - photosynthesis
-  - organic material
-  - chlorophyll
-Satellite:
-  - Aqua
-Sensor:
-  - MODIS
+  - Primary production
+  - Open data
+  - Photosynthesis
+  - Organic material
+  - Chlorophyll
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Envisat
+      - Aqua
+      - Suomi
+      - OrbView-2
+    Sensor:
+      - MERIS
+      - MODIS
+      - VIIRS
+      - SeaWiFS
 Agency:
   - NASA
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Kulk, G.; Platt, T.; Dingle, J.; Jackson, T.; Jönsson, B.F.; Bouman, H.A.; Babin, M.; Brewin, R.J.W.; Doblin, M.; Estrada, M.; Figueiras, F.G.; Furuya, K.; González-Benítez, N.; Gudfinnsson, H.G.; Gudmundsson, K.; Huang, B.; Isada, T.; Kovač, Ž.; Lutz, V.A.; Marañón, E.; Raman, M.; Richardson, K.; Rozema, P.D.; van de Poll, W.H.; Segura, V.; Tilstone, G.H.; Uitz, J.; van Dongen-Vogels, V.; Yoshikawa, T.; Sathyendranath, S. (2021). 
+        BICEP / NCEO - Monthly global Marine Phytoplankton Primary Production, between 1998-2020 at 9 km resolution (derived from the Ocean Colour Climate Change Initiative v4.2 dataset). NERC EDS Centre for Environmental Data Analysis, 22 December 2021.
+      DOI: 10.5285/69b2c9c6c4714517ba10dab3515e4ee6
+Legend: NPP_ocean_primary_productivity/NPP_legend.png
+Image: NPP_ocean_primary_productivity/NPP_ocean_primary_productivity.png
+References:
+  - Name: Version 4.2 Data Release
+    Url: https://climate.esa.int/en/projects/ocean-colour/news-and-events/news/version-4-2-data-release/
+  - Name: Biological Pump and Carbon Exchange Processes (BICEP) project
+    Url: https://bicep-project.org/
+  - Name: Data access
+    Url: https://catalogue.ceda.ac.uk/uuid/69b2c9c6c4714517ba10dab3515e4ee6
 Resources:
   - EndPoint: https://services.sentinel-hub.com/ogc/wms/{SH_INSTANCE_ID}
     Name: WMS
     Type: OverwriteTimes
     LayerId: BICEP_NPP_VIS_PP2
-    OverwriteBBox: [-180, -85, 180, 85]
-    DateTimeInterval:
-      Start: "1998-01-28T00:00:00"
-      End: "2020-12-28T00:00:00"
-      Timedelta: # creating monthly dates as timedelta does not allow jumping by 1 month
-        days: 30
-        hours: 9
 Services:
   - Endpoint: https://services.sentinel-hub.com/api/v1/statistics
     Name: Statistical API
     Type: byoc
     CollectionId: a216afca-8a65-4072-87a5-8ed7aa21e08a
-    Script: NPP_ocean_primary_productivity/script.js
-Legend: NPP_ocean_primary_productivity/legend.png
-Image: NPP_ocean_primary_productivity/thumbnail.png
+    Script: NPP_ocean_primary_productivity/NPP_ocean_primary_productivity.js
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://earth.esa.int/eogateway/search?category=data&data_access_type=data%20description&mission=envisat&instrument=meris
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://data.nasa.gov/browse
+  - Name: GeoEye
+    Roles: licensor, producer
+    Url: https://www.maxar.com/

From 043d25077775e0039eb56478b8916398a8030814 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:48:50 +0200
Subject: [PATCH 032/138] Update PRCG_precipitation.yaml

---
 collections/PRCG_precipitation.yaml | 31 ++++++++++++++++++++---------
 1 file changed, 22 insertions(+), 9 deletions(-)

diff --git a/collections/PRCG_precipitation.yaml b/collections/PRCG_precipitation.yaml
index 34308d81..f7fecb92 100644
--- a/collections/PRCG_precipitation.yaml
+++ b/collections/PRCG_precipitation.yaml
@@ -2,21 +2,34 @@ Name: precipitation
 Title: Precipitation
 EodashIdentifier: PRCG
 Subtitle: Precipitation
-Description: PRCG_precipitation/PRCG.md
+Description: PRCG_precipitation/PRCG_precipitation.md
 Themes:
-  - agriculture
+  - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GSMaP
+  - Precipitation
+  - Rainfall
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
   - JAXA
+Legend: PRCG_precipitation/PRCG_legend.png
+Image: PRCG_precipitation/PRCG_precipitation.png
+References:
+  - Name: Jaxa Public-health Monitor and Analysis Platform
+    Url: https://www.jpmap-jaxa.jp/jpmap/en/user_guide/
+  - Name: Jaxa Global Satellite Mapping of Precipitation
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/
+  - Name: GSMaP Documentation
+    Url: https://www.eorc.jaxa.jp/GPM/doc/algorithm/GSMaPforGPM_20140902_E.pdf
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: PRC-GSMaP-World-Monthly
-Legend: PRCG_precipitation/cm_legend.png
-Image: PRCG_precipitation/thumbnail.png
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 794f29b8243ba29a4963093a4160da3f1e2534ea Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:49:02 +0200
Subject: [PATCH 033/138] Update PRCTS_precipitation_timeseries.yaml

---
 .../PRCTS_precipitation_timeseries.yaml       | 49 ++++++++++++++-----
 1 file changed, 37 insertions(+), 12 deletions(-)

diff --git a/collections/PRCTS_precipitation_timeseries.yaml b/collections/PRCTS_precipitation_timeseries.yaml
index 94b515b0..6789f757 100644
--- a/collections/PRCTS_precipitation_timeseries.yaml
+++ b/collections/PRCTS_precipitation_timeseries.yaml
@@ -2,19 +2,44 @@ Name: precipitation_timeseries
 Title: Precipitation Timeseries
 EodashIdentifier: PRCTS
 Subtitle: Precipitation Timeseries
-Description: PRCTS_precipitation_timeseries/PRCTS.md
+Description: PRCTS_precipitation_timeseries/PRCTS_precipitation_timeseries.md
 Themes:
-    - agriculture
+  - atmosphere
 Tags:
-    - placeholder
-Satellite:
-    - JASMAI
-Sensor:
-    - GCOM-W
+  - Precipitation
+  - Rainfall
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - JAXA
+  - JAXA
+References:
+  - Name: JAXA's Satellite based MonItoring Network system for FAO AMIS Market Monitor
+    Url: https://suzaku.eorc.jaxa.jp/JASMIN/index.html
+  - Name: JASMAI
+    Url: https://jasmai.maff.go.jp/
+  - Name: JASMAI user guide
+    Url: https://jasmai.maff.go.jp/user_guide/#item_2_7
+  - Name: JAXA Earth Observation Research Center (EORC)
+    Url: http://www.eorc.jaxa.jp/
+  - Name: Earth observation satellite data provision system (G-Portal)
+    Url: https://gportal.jaxa.jp/gpr/?lang=en
+  - Name: AMSR/AMSR-E
+    Url: https://sharaku.eorc.jaxa.jp/AMSR/index_j.html
+  - Name: GCOM-W
+    Url: https://suzaku.eorc.jaxa.jp/GCOM_W/index_j.html
+  - Name: Satellite Global Precipitation Map (GSMaP)
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/index_j.htm
+  - Name: Climate Formation Physical Quantity Dataset (JASMES)
+    Url: https://kuroshio.eorc.jaxa.jp/JASMES/index_j.html
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: PRCTS_Precipitation_Timeseries
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: PRCTS_Precipitation_Timeseries
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 4caaaffc9877680c942277af36a1f57e9c6dade6 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:49:14 +0200
Subject: [PATCH 034/138] Update PRC_precipitation_anomaly.yaml

---
 collections/PRC_precipitation_anomaly.yaml | 31 +++++++++++++++-------
 1 file changed, 22 insertions(+), 9 deletions(-)

diff --git a/collections/PRC_precipitation_anomaly.yaml b/collections/PRC_precipitation_anomaly.yaml
index 3d365d29..dd4bade8 100644
--- a/collections/PRC_precipitation_anomaly.yaml
+++ b/collections/PRC_precipitation_anomaly.yaml
@@ -2,21 +2,34 @@ Name: precipitation_anomaly
 Title: Precipitation Anomaly
 EodashIdentifier: PRC
 Subtitle: Precipitation Anomaly
-Description: PRC_precipitation_anomaly/PRC.md
+Description: PRC_precipitation_anomaly/PRC_precipitation_anomaly.md
 Themes:
-  - agriculture
+  - atmosphere
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GSMaP
+  - Precipitation
+  - Rainfall
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
   - JAXA
+Legend: PRC_precipitation_anomaly/PRC_legend.png
+Image: PRC_precipitation_anomaly/PRC_precipitation_anomaly.png
+References:
+  - Name: Jaxa Public-health Monitor and Analysis Platform
+    Url: https://www.jpmap-jaxa.jp/jpmap/en/user_guide/
+  - Name: Jaxa Global Satellite Mapping of Precipitation
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/
+  - Name: GSMaP Documentation
+    Url: https://www.eorc.jaxa.jp/GPM/doc/algorithm/GSMaPforGPM_20140902_E.pdf
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: PRC-Anomaly-GSMaP-World-Monthly
-Legend: PRC_precipitation_anomaly/legend.png
-Image: PRC_precipitation_anomaly/thumbnail.png
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From acb1cea3d23b1111328e662268405de4a9703388 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:49:28 +0200
Subject: [PATCH 035/138] Update SIC_sea_ice_thickness_cryosat.yaml

---
 .../SIC_sea_ice_thickness_cryosat.yaml        | 54 ++++++++++++-------
 1 file changed, 35 insertions(+), 19 deletions(-)

diff --git a/collections/SIC_sea_ice_thickness_cryosat.yaml b/collections/SIC_sea_ice_thickness_cryosat.yaml
index d38d57c9..3ded6657 100644
--- a/collections/SIC_sea_ice_thickness_cryosat.yaml
+++ b/collections/SIC_sea_ice_thickness_cryosat.yaml
@@ -1,26 +1,42 @@
 Name: sea_ice_thickness_cryosat
 Title: Sea ice thickness (Cryosat)
 EodashIdentifier: SIC
-Description: SIC_sea_ice_thickness_cryosat/SIC.md
+Description: SIC_sea_ice_thickness_cryosat/SIC_sea_ice_thickness_cryosat.md
 Themes:
-    - cryosphere
+  - cryosphere
 Tags:
-    - placeholder
-Satellite:
-    - cryosat
-Sensor:
-    - placeholder
+  - Sea ice
+  - Polar
+  - ESA Climate Change Initiative
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - CryoSat-2
+    Sensor:
+      - SIRAL
 Agency:
-    - ESA
-Provider: 
-    - Name: CCI
-License: MIT
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Hendricks, S.; Paul, S.; Rinne, E. (2018). ESA Sea Ice Climate Change Initiative (Sea_Ice_cci). 
+        Northern hemisphere sea ice thickness from CryoSat-2 on the satellite swath (L2P), v2.0. Centre for Environmental Data Analysis, date of citation.
+      DOI: 10.5285/5b6033bfb7f241e89132a83fdc3d5364
+Legend: SIC_sea_ice_thickness_cryosat/SIC_legend.png
+Image: SIC_sea_ice_thickness_cryosat/SIC_sea_ice_thickness_cryosat.png
+References:
+  - Name: The CCI sea-ice thickness data set
+    Url: https://climate.esa.int/en/projects/cmug/studies/new-dimension-cci-sea-ice-thickness-data-set/
+  - Name: Data access
+    Url: https://catalogue.ceda.ac.uk/uuid/5b6033bfb7f241e89132a83fdc3d5364
 Resources:
-    - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
-      Name: Sentinel Hub
-      Type: zarr
-      CollectionId: b6915831-0a56-424b-bcb4-781deb062f31
-      LayerId: ESA-CCI-V2-CRYOSAT
-Legend: SIC_sea_ice_thickness_cryosat/legend.png
-Image: SIC_sea_ice_thickness_cryosat/thumbnail.png
+  - EndPoint: https://services.sentinel-hub.com
+    Name: Sentinel Hub
+    Type: zarr
+    CollectionId: b6915831-0a56-424b-bcb4-781deb062f31
+    LayerId: ESA-CCI-V2-CRYOSAT
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/data/#/dashboard

From 0efc126757c40b6b070e819028d1e8cab0dfa3df Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:49:39 +0200
Subject: [PATCH 036/138] Update SIE_sea_ice_thickness_envisat.yaml

---
 .../SIE_sea_ice_thickness_envisat.yaml        | 56 ++++++++++++-------
 1 file changed, 37 insertions(+), 19 deletions(-)

diff --git a/collections/SIE_sea_ice_thickness_envisat.yaml b/collections/SIE_sea_ice_thickness_envisat.yaml
index 9d226f76..137b7ee5 100644
--- a/collections/SIE_sea_ice_thickness_envisat.yaml
+++ b/collections/SIE_sea_ice_thickness_envisat.yaml
@@ -1,26 +1,44 @@
 Name: sea_ice_thickness_envisat
 Title: Sea ice thickness (Envisat)
 EodashIdentifier: SIE
-Description: SIE_sea_ice_thickness_envisat/SIE.md
+Description: SIE_sea_ice_thickness_envisat/SIE_sea_ice_thickness_envisat.md
 Themes:
-    - cryosphere
+  - cryosphere
 Tags:
-    - placeholder
-Satellite:
-    - Envisat
-Sensor:
-    - placeholder
+  - Sea ice
+  - Polar
+  - ESA Climate Change Initiative
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Envisat
+    Sensor:
+      - RA-2
 Agency:
-    - ESA
-Provider: 
-    - Name: CCI
-License: MIT
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Hendricks, S.; Paul, S.; Rinne, E. (2018). ESA Sea Ice Climate Change Initiative (Sea_Ice_cci).
+        Northern hemisphere sea ice thickness from Envisat on the satellite swath (L2P), v2.0. Centre for Environmental Data Analysis, date of citation.
+      DOI: 10.5285/54e2ee0803764b4e84c906da3f16d81b
+Legend: SIE_sea_ice_thickness_envisat/SIE_legend.png
+Image: SIE_sea_ice_thickness_envisat/SIE_sea_ice_thickness_envisat.png
+References:
+  - Name: The CCI sea-ice thickness data set
+    Url: https://climate.esa.int/en/projects/cmug/studies/new-dimension-cci-sea-ice-thickness-data-set/
+  - Name: Data access
+    Url: https://catalogue.ceda.ac.uk/uuid/54e2ee0803764b4e84c906da3f16d81b
+  - Name: ESA Climate Office
+    Url: https://climate.esa.int/en/
 Resources:
-    - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
-      Name: Sentinel Hub
-      Type: zarr
-      CollectionId: a71a2cf1-f336-4baa-93b2-0b2ae1fd512d
-      LayerId: ESA-CCI-V2-ENVISAT
-Legend: SIE_sea_ice_thickness_envisat/legend.png
-Image: SIE_sea_ice_thickness_envisat/thumbnail.png
+  - EndPoint: https://services.sentinel-hub.com
+    Name: Sentinel Hub
+    Type: zarr
+    CollectionId: a71a2cf1-f336-4baa-93b2-0b2ae1fd512d
+    LayerId: ESA-CCI-V2-ENVISAT
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/data/#/dashboard

From 3739d0a9b3e701dfe9d109fe9220f1c04484ed37 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:49:51 +0200
Subject: [PATCH 037/138] Update
 SIF_solar_induced_chlorophyll_fluorescence.yaml

---
 ...olar_induced_chlorophyll_fluorescence.yaml | 47 +++++++++++++++----
 1 file changed, 38 insertions(+), 9 deletions(-)

diff --git a/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml b/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
index babf5357..3a69f6bf 100644
--- a/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
+++ b/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
@@ -1,22 +1,51 @@
 Name: solar_induced_chlorophyll_fluorescence
 Title: Solar induced chlorophyll fluorescence
 EodashIdentifier: SIF
-Description: SIF_solar_induced_chlorophyll_fluorescence/SIF.md
+Description: SIF_solar_induced_chlorophyll_fluorescence/SIF_solar_induced_chlorophyll_fluorescence.md
 Themes:
   - agriculture
 Tags:
   - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GCOM-W
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-5p
+    Sensor:
+      - TROPOMI
 Agency:
-  - JAXA
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Köehler, P., Frankenberg, C., Magney, T. S., Guanter, L., Joiner, J., & Landgraf, J. (2018). 
+        Global retrievals of solar-induced chlorophyll fluorescence with TROPOMI. First results and intersensor comparison to OCO-2. Geophysical Research Letters, 45, 10,456–10,463.
+      DOI: 10.1029/2018GL079031
+    - Citation: |
+        NOVELTIS, UPV, SRON, LSCE, ESA (2021). 
+        The TROPOSIF global sun-induced fluorescence dataset from the TROPOMI mission.
+      DOI: 10.5270/esa-s5p_innovation-sif-20180501_20210320-v2.1-202104
+    - Citation: |
+        Guanter, L., Bacour, C., Schneider, A., Aben, I., van Kempen, T. A., Maignan, F., Retscher, C., Köhler, P., Frankenberg, C., Joiner, J., Zhang, Y. (2021). 
+        The TROPOSIF global sun-induced fluorescence dataset from the Sentinel-5P TROPOMI mission, Earth Syst. Sci.
+      DOI: 10.5194/essd2021-199
+Legend: SIF_solar_induced_chlorophyll_fluorescence/SIF_legend.png
+Image: SIF_solar_induced_chlorophyll_fluorescence/SIF_solar_induced_chlorophyll_fluorescence.png
+References:
+  - Name: CALTECH data access
+    Url: ftp://fluo.gps.caltech.edu/data/tropomi/
+  - Name: ESA – TROPOSIF data access
+    Url: https://s5p-troposif.noveltis.fr/data-access/
+  - Name: ESA – TROPOSIF documentation
+    Url: https://s5p-troposif.noveltis.fr/wp-content/uploads/2021/05/NOV-FE-0956-MU-019_v2.0.pdf
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: SIF-TROPOMI-Cairo-Monthly
-    OverwriteBBox: [30, 29, 32, 31] # WMS layer description provides incorrect BBox
-Legend: SIF_solar_induced_chlorophyll_fluorescence/legend.png
-Image: SIF_solar_induced_chlorophyll_fluorescence/thumbnail.png
+Provider:
+  - Name: Copernicus
+    Roles: licensor
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: ESA
+    Roles: producer, processor
+    Url: https://s5p-troposif.noveltis.fr/data-access/

From 0ac3df53ca8e7cd9357f882c93ba3d68ae11273c Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:50:03 +0200
Subject: [PATCH 038/138] Update SITI_IS2SITMOGR4-cog.yaml

---
 collections/SITI_IS2SITMOGR4-cog.yaml | 35 +++++++++++++++++++--------
 1 file changed, 25 insertions(+), 10 deletions(-)

diff --git a/collections/SITI_IS2SITMOGR4-cog.yaml b/collections/SITI_IS2SITMOGR4-cog.yaml
index 0ce75ec7..1fbfeb92 100644
--- a/collections/SITI_IS2SITMOGR4-cog.yaml
+++ b/collections/SITI_IS2SITMOGR4-cog.yaml
@@ -1,25 +1,40 @@
 Name: SITI_IS2SITMOGR4-cog
 Title: Sea Ice Thickness (ICESat-2)
 EodashIdentifier: SITI
-Description: SITI_IS2SITMOGR4-cog/SITI.md
+Description: SITI_IS2SITMOGR4-cog/SITI_IS2SITMOGR4-cog.md
 Themes:
   - cryosphere
 Tags:
-  - placeholder
-Satellite:
-  - ICESat-2
-Sensor:
-  - placeholder
+  - Sea ice
+  - Arctic
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - ICESat-2
+    Sensor:
+      - ATLAS
 Agency:
   - NASA
-Legend: SITI_IS2SITMOGR4-cog/cm_legend.png
-Image: SITI_IS2SITMOGR4-cog/thumbnail.png
+Citation:
+  - Citation: |
+      Petty, A. A., N. Kurtz, R. Kwok, T. Markus, T. A. Neumann, and N. Keeney. 2022. ICESat-2 L4 Monthly Gridded Sea Ice Thickness, Version 2. [Indicate subset used]. 
+      Boulder, Colorado USA. NASA National Snow and Ice Data Center Distributed Active Archive Center. 
+    DOI: 10.5067/OE8BDP5KU30Q
+Legend: SITI_IS2SITMOGR4-cog/SITI_legend.png
+Image: SITI_IS2SITMOGR4-cog/SITI_IS2SITMOGR4-cog.png
+References:
+  - Name: Data access
+    Url: https://nsidc.org/data/is2sitmogr4/versions/2
 Resources:
   - EndPoint: https://staging-stac.delta-backend.com/
-    Type: cog
     Name: VEDA
+    Type: cog
     CollectionId: IS2SITMOGR4-cog
     ColormapName: plasma
     Rescale: [0.0,4.0]
     Bidx: 1
-    OverwriteBBox: [-20, 77, 50, 85]
+Provider:
+  - Name: NASA
+    Roles: licensor, producer
+    Url: https://www.earthdata.nasa.gov/

From bb11fdd59abe25d4514824901db3b14b02ff1934 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:50:14 +0200
Subject: [PATCH 039/138] Update SMCG_soil_moisture_content.yaml

---
 collections/SMCG_soil_moisture_content.yaml | 28 +++++++++++++++------
 1 file changed, 20 insertions(+), 8 deletions(-)

diff --git a/collections/SMCG_soil_moisture_content.yaml b/collections/SMCG_soil_moisture_content.yaml
index 142aa59e..c71edd0e 100644
--- a/collections/SMCG_soil_moisture_content.yaml
+++ b/collections/SMCG_soil_moisture_content.yaml
@@ -2,21 +2,33 @@ Name: soil_moisture_content
 Title: Soil moisture content
 EodashIdentifier: SMCG
 Subtitle: Soil moisture content
-Description: SMCG_soil_moisture_content/SMCG.md
+Description: SMCG_soil_moisture_content/SMCG_soil_moisture_content.md
 Themes:
   - agriculture
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GCOM-W
+  - Precipitation
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
   - JAXA
+Legend: SMCG_soil_moisture_content/SMCG_legend.png
+Image: SMCG_soil_moisture_content/SMCG_soil_moisture_content.png
+References:
+  - Name: Jaxa Public-health Monitor and Analysis Platform
+    Url: https://www.jpmap-jaxa.jp/jpmap/en/user_guide/
+  - Name: Jaxa Global Satellite Mapping of Precipitation
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/
+  - Name: GSMaP Documentation
+    Url: https://www.eorc.jaxa.jp/GPM/doc/algorithm/GSMaPforGPM_20140902_E.pdf
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: SMC-GCOMW-World-Monthly
-Legend: SMCG_soil_moisture_content/cm_legend.png
-Image: SMCG_soil_moisture_content/thumbnail.png
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 7f12fe38bb3e1e9bfad4f0ae2ed9e6b69e525b1d Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:50:27 +0200
Subject: [PATCH 040/138] Update SMCTS_soil_moisture_timeseries.yaml

---
 .../SMCTS_soil_moisture_timeseries.yaml       | 48 ++++++++++++++-----
 1 file changed, 36 insertions(+), 12 deletions(-)

diff --git a/collections/SMCTS_soil_moisture_timeseries.yaml b/collections/SMCTS_soil_moisture_timeseries.yaml
index 80e16b21..367fe71d 100644
--- a/collections/SMCTS_soil_moisture_timeseries.yaml
+++ b/collections/SMCTS_soil_moisture_timeseries.yaml
@@ -2,19 +2,43 @@ Name: soil_moisture_timeseries
 Title: Soil moisture
 EodashIdentifier: SMCTS
 Subtitle: Soil moisture
-Description: SMCTS_soil_moisture_timeseries/SMCTS.md
+Description: SMCTS_soil_moisture_timeseries/SMCTS_soil_moisture_timeseries.md
 Themes:
-    - agriculture
+  - agriculture
 Tags:
-    - placeholder
-Satellite:
-    - JASMAI
-Sensor:
-    - GCOM
+  - Precipitation
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - JAXA
+  - JAXA
+References:
+  - Name: JAXA's Satellite based MonItoring Network system for FAO AMIS Market Monitor
+    Url: https://suzaku.eorc.jaxa.jp/JASMIN/index.html
+  - Name: JASMAI
+    Url: https://jasmai.maff.go.jp/
+  - Name: JASMAI user guide
+    Url: https://jasmai.maff.go.jp/user_guide/#item_2_7
+  - Name: JAXA Earth Observation Research Center (EORC)
+    Url: http://www.eorc.jaxa.jp/
+  - Name: Earth observation satellite data provision system (G-Portal)
+    Url: https://gportal.jaxa.jp/gpr/?lang=en
+  - Name: AMSR/AMSR-E
+    Url: https://sharaku.eorc.jaxa.jp/AMSR/index_j.html
+  - Name: GCOM-W
+    Url: https://suzaku.eorc.jaxa.jp/GCOM_W/index_j.html
+  - Name: Satellite Global Precipitation Map (GSMaP)
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/index_j.htm
+  - Name: Climate Formation Physical Quantity Dataset (JASMES)
+    Url: https://kuroshio.eorc.jaxa.jp/JASMES/index_j.html
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: SMCTS_Soil_Moisture_Timeseries
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: SMCTS_Soil_Moisture_Timeseries
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From a07afc7d991ca67238341922a83ed61175c17004 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:50:39 +0200
Subject: [PATCH 041/138] Update SMC_soil_moisture_anomaly.yaml

---
 collections/SMC_soil_moisture_anomaly.yaml | 28 +++++++++++++++-------
 1 file changed, 20 insertions(+), 8 deletions(-)

diff --git a/collections/SMC_soil_moisture_anomaly.yaml b/collections/SMC_soil_moisture_anomaly.yaml
index 4e763aa0..ff11a9ea 100644
--- a/collections/SMC_soil_moisture_anomaly.yaml
+++ b/collections/SMC_soil_moisture_anomaly.yaml
@@ -2,21 +2,33 @@ Name: soil_moisture_anomaly
 Title: Soil Moisture Anomaly
 EodashIdentifier: SMC
 Subtitle: Soil Moisture Anomaly
-Description: SMC_soil_moisture_anomaly/SMC.md
+Description: SMC_soil_moisture_anomaly/SMC_soil_moisture_anomaly.md
 Themes:
   - agriculture
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - GCOM-W
+  - Precipitation
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
   - JAXA
+Legend: SMC_soil_moisture_anomaly/SMC_legend.png
+Image: SMC_soil_moisture_anomaly/SMC_soil_moisture_anomaly.png
+References:
+  - Name: Jaxa Public-health Monitor and Analysis Platform
+    Url: https://www.jpmap-jaxa.jp/jpmap/en/user_guide/
+  - Name: Jaxa Global Satellite Mapping of Precipitation
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/
+  - Name: GSMaP Documentation
+    Url: https://www.eorc.jaxa.jp/GPM/doc/algorithm/GSMaPforGPM_20140902_E.pdf
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
     Type: Time
     LayerId: SMC-Anomaly-GCOMW-World-Monthly
-Legend: SMC_soil_moisture_anomaly/cm_legend.png
-Image: SMC_soil_moisture_anomaly/thumbnail.png
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From 202cf75401fe514651e012f14f52b540932dd078 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Fri, 14 Jun 2024 19:50:53 +0200
Subject: [PATCH 042/138] Update VITS_vegetation_index_timeseries.yaml

---
 .../VITS_vegetation_index_timeseries.yaml     | 49 ++++++++++++++-----
 1 file changed, 36 insertions(+), 13 deletions(-)

diff --git a/collections/VITS_vegetation_index_timeseries.yaml b/collections/VITS_vegetation_index_timeseries.yaml
index 0b5efa45..eb7f2799 100644
--- a/collections/VITS_vegetation_index_timeseries.yaml
+++ b/collections/VITS_vegetation_index_timeseries.yaml
@@ -2,20 +2,43 @@ Name: vegetation_index_timeseries
 Title: Vegetation index
 EodashIdentifier: VITS
 Subtitle: Vegetation index
-Description: VITS_vegetation_index_timeseries/VITS.md
+Description: VITS_vegetation_index_timeseries/VITS_vegetation_index_timeseries.md
 Themes:
-    - agriculture
+  - agriculture
 Tags:
-    - placeholder
-Satellite:
-    - MODIS
-    - Aqua
-Sensor:
-    - Terra
+  - Precipitation
+  - Multi-sensors
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - JAXA
+  - JAXA
+References:
+  - Name: JAXA's Satellite based MonItoring Network system for FAO AMIS Market Monitor
+    Url: https://suzaku.eorc.jaxa.jp/JASMIN/index.html
+  - Name: JASMAI
+    Url: https://jasmai.maff.go.jp/
+  - Name: JASMAI user guide
+    Url: https://jasmai.maff.go.jp/user_guide/#item_2_7
+  - Name: JAXA Earth Observation Research Center (EORC)
+    Url: http://www.eorc.jaxa.jp/
+  - Name: Earth observation satellite data provision system (G-Portal)
+    Url: https://gportal.jaxa.jp/gpr/?lang=en
+  - Name: AMSR/AMSR-E
+    Url: https://sharaku.eorc.jaxa.jp/AMSR/index_j.html
+  - Name: GCOM-W
+    Url: https://suzaku.eorc.jaxa.jp/GCOM_W/index_j.html
+  - Name: Satellite Global Precipitation Map (GSMaP)
+    Url: https://sharaku.eorc.jaxa.jp/GSMaP/index_j.htm
+  - Name: Climate Formation Physical Quantity Dataset (JASMES)
+    Url: https://kuroshio.eorc.jaxa.jp/JASMES/index_j.html
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: VITS_Vegetation_Index_Timeseries
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: VITS_Vegetation_Index_Timeseries
+Provider:
+  - Name: JAXA
+    Roles: licensor, producer, processor
+    Url: https://global.jaxa.jp/

From b66ac5cf707bb4de8b17f09627953f0482bb1b2d Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 18 Jun 2024 14:14:09 +0200
Subject: [PATCH 043/138] Update N10_OMSO2PCA-COG.yaml

---
 collections/N10_OMSO2PCA-COG.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/N10_OMSO2PCA-COG.yaml b/collections/N10_OMSO2PCA-COG.yaml
index 88fafaad..a7d258c8 100644
--- a/collections/N10_OMSO2PCA-COG.yaml
+++ b/collections/N10_OMSO2PCA-COG.yaml
@@ -2,7 +2,7 @@ Name: N10_OMSO2PCA-COG
 Title: Sulfur Dioxide (OMI/Aura)
 EodashIdentifier: N10
 Subtitle: Sulfur Dioxide (OMI/Aura)
-Description: N10_OMSO2PCA-COG/N10.md
+Description: N10_OMSO2PCA-COG/N10_OMSO2PCA-COG.md
 Themes:
   - atmosphere
 Tags:

From 3caba61389dfdbed749911cbcc35c251676ca595 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 20 Jun 2024 09:13:54 +0200
Subject: [PATCH 044/138] add ESDL_Hydrology_Precipitation

---
 catalogs/race.yaml                            |  2 +
 catalogs/trilateral.yaml                      |  1 +
 collections/ESDL_Hydrology_Precipitation.yaml | 38 +++++++++++++++++++
 3 files changed, 41 insertions(+)
 create mode 100644 collections/ESDL_Hydrology_Precipitation.yaml

diff --git a/catalogs/race.yaml b/catalogs/race.yaml
index df824838..d66639aa 100644
--- a/catalogs/race.yaml
+++ b/catalogs/race.yaml
@@ -38,3 +38,5 @@ collections:
   - CV19_covid_19_indicators
   - crop_forecast_CropOM
   - ESDL_Hydrology_SM
+  - ESDL_Hydrology_Precipitation
+  
\ No newline at end of file
diff --git a/catalogs/trilateral.yaml b/catalogs/trilateral.yaml
index f3519002..14b79e89 100644
--- a/catalogs/trilateral.yaml
+++ b/catalogs/trilateral.yaml
@@ -109,6 +109,7 @@ collections:
   - ADD_Melt_Season_End
   - ADD_Meltmap
   - ESDL_Hydrology_SM
+  - ESDL_Hydrology_Precipitation
   - MCD_S14Amazonas_detections
   - EPA_Methane
   - HLS_NDVI
diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
new file mode 100644
index 00000000..70f914be
--- /dev/null
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -0,0 +1,38 @@
+Name: ESDL_Hydrology_Precipitation
+Title: RT1 Surface Precipitatoin
+EodashIdentifier: ESDL_Hydrology_Precipitation
+Description: "ESDL_Hydrology_Precipitation/ESDL_Hydrology_Precipitation.md"
+Themes:
+  - agriculture
+Tags:
+  - Copernicus
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Sentinel-1
+    Sensor:
+      - C-SAR
+Agency:
+  - ESA
+Provider:
+  - Name: Copernicus
+    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: Copernicus Land Monitoring Service 
+    Url: https://land.copernicus.eu/
+  - Name: Deep Earth System Data Lab
+    Url: https://www.earthsystemdatalab.net/
+    Roles:
+      - host
+      - producer
+Resources:
+  - EndPoint: https://api.earthsystemdatalab.net/api
+    Type: zarr
+    Name: xcube
+    StacEndpoint: "/ogc"
+    DatacubeId: 'hydrology'
+    Variable: precip
+    ColormapName: viridis
+    Rescale: [0,100]
+Legend: ESDL_Hydrology_Precipitation/cm_legend.png
+Image: ESDL_Hydrology_Precipitation/image.png

From 0883e62613d790a8518b59db738e66c449e3b222 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 20 Jun 2024 09:21:14 +0200
Subject: [PATCH 045/138] chore: use viridis_alpha instead

---
 collections/ESDL_Hydrology_Precipitation.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index 70f914be..f7a0cc15 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -32,7 +32,7 @@ Resources:
     StacEndpoint: "/ogc"
     DatacubeId: 'hydrology'
     Variable: precip
-    ColormapName: viridis
+    ColormapName: viridis_alpha
     Rescale: [0,100]
 Legend: ESDL_Hydrology_Precipitation/cm_legend.png
 Image: ESDL_Hydrology_Precipitation/image.png

From 03e3ea4182935311cbff270f974807eb763957a9 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 20 Jun 2024 12:59:31 +0200
Subject: [PATCH 046/138] chore: change max of precip to 50

---
 collections/ESDL_Hydrology_Precipitation.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index f7a0cc15..15f9df47 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -33,6 +33,6 @@ Resources:
     DatacubeId: 'hydrology'
     Variable: precip
     ColormapName: viridis_alpha
-    Rescale: [0,100]
+    Rescale: [0,30]
 Legend: ESDL_Hydrology_Precipitation/cm_legend.png
 Image: ESDL_Hydrology_Precipitation/image.png

From 2d8d63c371cbe27053e978519fd8331f751a3c03 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 20 Jun 2024 13:02:03 +0200
Subject: [PATCH 047/138] fix typo

---
 collections/ESDL_Hydrology_Precipitation.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index 15f9df47..64a4a71e 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -1,5 +1,5 @@
 Name: ESDL_Hydrology_Precipitation
-Title: RT1 Surface Precipitatoin
+Title: RT1 Surface Precipitation
 EodashIdentifier: ESDL_Hydrology_Precipitation
 Description: "ESDL_Hydrology_Precipitation/ESDL_Hydrology_Precipitation.md"
 Themes:
@@ -33,6 +33,6 @@ Resources:
     DatacubeId: 'hydrology'
     Variable: precip
     ColormapName: viridis_alpha
-    Rescale: [0,30]
+    Rescale: [0,50]
 Legend: ESDL_Hydrology_Precipitation/cm_legend.png
 Image: ESDL_Hydrology_Precipitation/image.png

From 0140656f2961bf5acdd305e51a2198c51ee06f6a Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Fri, 21 Jun 2024 10:46:13 +0200
Subject: [PATCH 048/138] override unit from xcube stac endpoint to "mm/day"

---
 collections/ESDL_Hydrology_Precipitation.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index 64a4a71e..e63b12e9 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -36,3 +36,4 @@ Resources:
     Rescale: [0,50]
 Legend: ESDL_Hydrology_Precipitation/cm_legend.png
 Image: ESDL_Hydrology_Precipitation/image.png
+yAxis: "mm/day"

From 3a106539bf27acffb004c1ef4f94cbc811c6c858 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:31:14 -0400
Subject: [PATCH 049/138] Update LWE_lake_water_extent.yaml

---
 collections/LWE_lake_water_extent.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/LWE_lake_water_extent.yaml b/collections/LWE_lake_water_extent.yaml
index dfe770dd..01c030c6 100644
--- a/collections/LWE_lake_water_extent.yaml
+++ b/collections/LWE_lake_water_extent.yaml
@@ -1,15 +1,17 @@
 Name: lake_water_extent
 Title: Lakes water extent
 EodashIdentifier: LWE
-Subtitle: Lake water extent
+Subtitle: Lake water extent (CCI LWE)
 Description: LWE_lake_water_extent/LWE_lake_water_extent.md
 Themes:
   - water
 Tags:
   - Climate Change Initiative
+  - CCI
   - Water quality
   - Multi-sensors
   - Open data
+  - Lakes
 DataSource:
   Spaceborne:
     Satellite:
@@ -43,3 +45,4 @@ Resources:
 Provider:
   - Name: ESA
     Url: https://www.esa.int/
+    

From c7b77992b677b45dce34a91a56b9d3c38ffe2d58 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:32:02 -0400
Subject: [PATCH 050/138] Update LWL_lake_water_level.yaml

---
 collections/LWL_lake_water_level.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/LWL_lake_water_level.yaml b/collections/LWL_lake_water_level.yaml
index 85debd3d..f4d22d03 100644
--- a/collections/LWL_lake_water_level.yaml
+++ b/collections/LWL_lake_water_level.yaml
@@ -1,12 +1,14 @@
 Name: lake_water_level
 Title: Lakes water level
 EodashIdentifier: LWL
-Subtitle: Lake water level
+Subtitle: Lake water level (CCI LWL)
 Description: LWL_lake_water_level/LWL_lake_water_level.md
 Themes:
   - water
 Tags:
   - Climate Change Initiative
+  - CCI
+  - Lakes
   - Water quality
   - Multi-sensors
   - Open data

From 0ae56d4d7870a7e898a19fef9513b4ad2838cbf9 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:35:37 -0400
Subject: [PATCH 051/138] Update Lakes_WQ_TURB_water_turbidity.yaml

---
 collections/Lakes_WQ_TURB_water_turbidity.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/Lakes_WQ_TURB_water_turbidity.yaml b/collections/Lakes_WQ_TURB_water_turbidity.yaml
index 60ff2785..d296f027 100644
--- a/collections/Lakes_WQ_TURB_water_turbidity.yaml
+++ b/collections/Lakes_WQ_TURB_water_turbidity.yaml
@@ -1,5 +1,6 @@
 Name: Lakes_WQ_TURB_water_turbidity
 Title: Lake water quality (turbidity)
+Subtitle: CLMS Lake Water Quality NRT 300m
 EodashIdentifier: Lakes_WQ_TURB
 Description: Lakes_WQ_TURB_water_turbidity/Lakes_WQ_TURB_water_turbidity.md
 Themes:
@@ -9,6 +10,7 @@ Tags:
   - CLMS
   - Water quality
   - Open data
+  - Lakes
 DataSource:
   Spaceborne:
     Satellite:

From fd1b54c466591f46ffc316a1e46a5d6f448b98fd Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:42:39 -0400
Subject: [PATCH 052/138] Update N10_OMSO2PCA-COG.yaml

---
 collections/N10_OMSO2PCA-COG.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/N10_OMSO2PCA-COG.yaml b/collections/N10_OMSO2PCA-COG.yaml
index a7d258c8..ad857647 100644
--- a/collections/N10_OMSO2PCA-COG.yaml
+++ b/collections/N10_OMSO2PCA-COG.yaml
@@ -1,7 +1,7 @@
 Name: N10_OMSO2PCA-COG
 Title: Sulfur Dioxide (OMI/Aura)
 EodashIdentifier: N10
-Subtitle: Sulfur Dioxide (OMI/Aura)
+Subtitle: SO2 Total Column L3 1-day
 Description: N10_OMSO2PCA-COG/N10_OMSO2PCA-COG.md
 Themes:
   - atmosphere
@@ -9,6 +9,8 @@ Tags:
   - Air quality
   - SO2
   - Open data
+  - Sulfur Dioxide
+  - Ozone Monitoring Instrument
 DataSource:
   Spaceborne:
     Satellite:

From 785207c96617a40253ec242955cebe9e689c51e2 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:45:05 -0400
Subject: [PATCH 053/138] Update N11_ocean_primary_productivity.yaml

---
 collections/N11_ocean_primary_productivity.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/N11_ocean_primary_productivity.yaml b/collections/N11_ocean_primary_productivity.yaml
index f434a5a5..af229f87 100644
--- a/collections/N11_ocean_primary_productivity.yaml
+++ b/collections/N11_ocean_primary_productivity.yaml
@@ -1,13 +1,16 @@
 Name: N11_ocean_primary_productivity
 Title: Ocean Primary Productivity (GCOM-C)
 EodashIdentifier: N11
-Subtitle: Ocean Primary Productivity (GCOM-C)
+Subtitle: Net primary productivity [mgC/m2/day]
 Description: N11_ocean_primary_productivity/N11_ocean_primary_productivity.md
 Themes:
   - oceans
 Tags:
   - Primary production
   - Open data
+  - Water
+  - Carbon
+  - Global Change Observation Mission - Climate
 DataSource:
   Spaceborne:
     Satellite:

From 80e921534eb3da6ab516dd22295f2a284f3c95ea Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 15:48:26 -0400
Subject: [PATCH 054/138] Update N12_1_sea_ice_concentration_arctic.yaml

---
 collections/N12_1_sea_ice_concentration_arctic.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/N12_1_sea_ice_concentration_arctic.yaml b/collections/N12_1_sea_ice_concentration_arctic.yaml
index e65f89a1..1eac2e0c 100644
--- a/collections/N12_1_sea_ice_concentration_arctic.yaml
+++ b/collections/N12_1_sea_ice_concentration_arctic.yaml
@@ -1,5 +1,6 @@
 Name: N12_1_sea_ice_concentration_arctic
 Title: Sea ice concentration GCOM-W - Arctic
+Subtitle: Percentage of sea ice coverage [%]
 EodashIdentifier: N12_1_sea_ice_concentration_arctic
 Description: N12_sea_ice_concentration/N12.md
 Themes:
@@ -8,6 +9,7 @@ Tags:
   - Arctic 
   - Sea ice
   - Open data
+  - Global Change Observation Mission - Water
 DataSource:
   Spaceborne:
     Satellite:

From a01788602db4ff0a28cfd5a8aba34208e80386de Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Fri, 21 Jun 2024 16:02:56 -0400
Subject: [PATCH 055/138] Update N1_NO2_city_trilateral.yaml

---
 collections/N1_NO2_city_trilateral.yaml | 15 +++------------
 1 file changed, 3 insertions(+), 12 deletions(-)

diff --git a/collections/N1_NO2_city_trilateral.yaml b/collections/N1_NO2_city_trilateral.yaml
index 191c4982..d5f780e3 100644
--- a/collections/N1_NO2_city_trilateral.yaml
+++ b/collections/N1_NO2_city_trilateral.yaml
@@ -1,7 +1,7 @@
 Name: N1_NO2_city_trilateral
-Title: City level NO2 (S5P)
+Title: Nitrogen Dioxide at City level
 EodashIdentifier: N1_NO2_city_trilateral
-Subtitle: NO2 detected at cities based on Sentinel-5P data
+Subtitle: Total Column NO2 averaged over a 50x50 sqkm area
 Description: N1_NO2_trilateral/N1_NO2_trilateral.md
 Themes:
   - atmosphere
@@ -9,28 +9,22 @@ Tags:
   - Air quality
   - NO2
   - Open data
+  - Tropospheric
 DataSource:
   Spaceborne:
     Satellite:
       - Sentinel-5P
-      - Aura
     Sensor:
       - TROPOMI
-      - OMI
 Agency:
   - ESA
-  - NASA
 References:
   - Name: Tropomi
     Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
-  - Name: Aura satellite
-    Url: https://aura.gsfc.nasa.gov/index.html
   - Name: Air pollution remains low as Europeans stay at home
     Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
   - Name: NO2 concentrations over India
     Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
-  - Name: Nitrogen Dioxide Levels Rebound in China
-    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Resources:
   - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
     Name: GeoDB
@@ -43,6 +37,3 @@ Provider:
   - Name: ESA
     Roles: processor
     Url: https://www.esa.int/
-  - Name: NASA
-    Roles: licensor, producer, processor
-    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 8646396a939174db32de19f0da53aa2b37303fa2 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:09:51 +0200
Subject: [PATCH 056/138] Update
 RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml

---
 ...1_AGC_LVOD_amazonia_methods_mean_crop.yaml | 50 ++++++++++++++++---
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml b/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
index 08c1a31b..b63317c6 100644
--- a/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
+++ b/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        SMOS-IC passive microwave satellite images L-VOD product (version 2.0), Wigneron, J.-P., Li, X., Frappart F., Fan L., Al-Yaari A., De Lannoy G., Liu X., Wang M., Le Masson E., Moisy C. (2021). 
+        SMOS-IC data record of soil moisture and L-VOD. Historical development, applications and perspectives, Remote Sens. Env., 254, 112238.
+      DOI: 10.1016/j.rse.2020.112238
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1_legend.png
+Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: AGC_LVOD_amazonia_methods_mean_crop
     ColormapName: rain
     Rescale: [0,150]
-Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/cm_legend.png
-Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 44336ebffbe7e0b94e5fcc8f3764a35501315946 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:01 +0200
Subject: [PATCH 057/138] Update
 RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml

---
 ...2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml | 50 ++++++++++++++++---
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml b/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
index 5bae4935..6d3a519f 100644
--- a/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
+++ b/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        SMOS-IC passive microwave satellite images L-VOD product (version 2.0), Wigneron, J.-P., Li, X., Frappart F., Fan L., Al-Yaari A., De Lannoy G., Liu X., Wang M., Le Masson E., Moisy C. (2021). 
+        SMOS-IC data record of soil moisture and L-VOD. Historical development, applications and perspectives, Remote Sens. Env., 254, 112238.
+      DOI: 10.1016/j.rse.2020.112238
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1_legend.png
+Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: AGC_LVOD_amazonia_smooth_max_crop
     ColormapName: rain
     Rescale: [0,150]
-Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/cm_legend.png
-Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 5d4bec82ed3765f3b452aa25f1380d0a7f406047 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:13 +0200
Subject: [PATCH 058/138] Update
 RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml

---
 ..._3_AGC_LVOD_amazonia_smooth_mean_crop.yaml | 50 ++++++++++++++++---
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml b/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
index 61eee3b0..01da6898 100644
--- a/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
+++ b/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        SMOS-IC passive microwave satellite images L-VOD product (version 2.0), Wigneron, J.-P., Li, X., Frappart F., Fan L., Al-Yaari A., De Lannoy G., Liu X., Wang M., Le Masson E., Moisy C. (2021). 
+        SMOS-IC data record of soil moisture and L-VOD. Historical development, applications and perspectives, Remote Sens. Env., 254, 112238.
+      DOI: 10.1016/j.rse.2020.112238
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1_legend.png
+Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: AGC_LVOD_amazonia_smooth_mean_crop
     ColormapName: rain
     Rescale: [0,150]
-Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/cm_legend.png
-Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 977725154c28d6cda4bcd1038e600b3520aca0e0 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:24 +0200
Subject: [PATCH 059/138] Update
 RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml

---
 ...2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml | 50 ++++++++++++++++---
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml b/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
index d9849982..f1006e95 100644
--- a/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
+++ b/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        SMOS-IC passive microwave satellite images L-VOD product (version 2.0), Wigneron, J.-P., Li, X., Frappart F., Fan L., Al-Yaari A., De Lannoy G., Liu X., Wang M., Le Masson E., Moisy C. (2021). 
+        SMOS-IC data record of soil moisture and L-VOD. Historical development, applications and perspectives, Remote Sens. Env., 254, 112238.
+      DOI: 10.1016/j.rse.2020.112238
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/RECCAP2_1_legend.png
+Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: AGC_LVOD_amazonia_trend_mean_crop
     ColormapName: rain
     Rescale: [0,150]
-Legend: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/cm_legend.png
-Image: RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop/World-RECCAP2_1.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 5c669afd9b8f7a23d2265e23208ee358088de021 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:34 +0200
Subject: [PATCH 060/138] Update RECCAP2_5_SF_biomass_growth.yaml

---
 collections/RECCAP2_5_SF_biomass_growth.yaml | 50 ++++++++++++++++----
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_5_SF_biomass_growth.yaml b/collections/RECCAP2_5_SF_biomass_growth.yaml
index 9cfe9296..b8b9de56 100644
--- a/collections/RECCAP2_5_SF_biomass_growth.yaml
+++ b/collections/RECCAP2_5_SF_biomass_growth.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_5_SF_biomass_growth/RECCAP2_5.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Silva Junior, C. H. L., Heinrich, V. H. A., Freire, A. T. G., Broggio, I. S., Rosan, T. M., Doblas, J., Anderson, L. O., Rousseau, G. X., Shimabukuro, Y. E., Silva, C. A., House, J. I., & Aragão, L. E. O. C. (2020). 
+        Benchmark maps of 33 years of secondary forest age for Brazil. Scientific Data, 7.
+      DOI: 10.5281/zenodo.3928660
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_5_SF_biomass_growth/RECCAP2_5_legend.png
+Image: RECCAP2_5_SF_biomass_growth/World-RECCAP2_5.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: SF_biomass_growth
     ColormapName: YlGn
     Rescale: [0,2]
-Legend: RECCAP2_5_SF_biomass_growth/cm_legend.png
-Image: RECCAP2_5_SF_biomass_growth/World-RECCAP2_5.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 7af2c769784e859af11e7c476eb6ac6c3fbfe6ff Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:46 +0200
Subject: [PATCH 061/138] Update RECCAP2_6_deforested_biomass.yaml

---
 collections/RECCAP2_6_deforested_biomass.yaml | 48 +++++++++++++++----
 1 file changed, 40 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_6_deforested_biomass.yaml b/collections/RECCAP2_6_deforested_biomass.yaml
index 18716bd8..7a8c189d 100644
--- a/collections/RECCAP2_6_deforested_biomass.yaml
+++ b/collections/RECCAP2_6_deforested_biomass.yaml
@@ -5,13 +5,43 @@ Description: RECCAP2_6_deforested_biomass/RECCAP2_6.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_6_deforested_biomass/RECCAP2_6_legend.png
+Image: RECCAP2_6_deforested_biomass/World-RECCAP2_6.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
+  - Name: Project MapBiomas
+    Url: https://mapbiomas.org/
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +51,7 @@ Resources:
     Variable: deforested_biomass
     ColormapName: YlOrRd
     Rescale: [0,5]
-Legend: RECCAP2_6_deforested_biomass/cm_legend.png
-Image: RECCAP2_6_deforested_biomass/World-RECCAP2_6.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 027d48b3a096fd72d58b1d785271577a167c6c45 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:10:57 +0200
Subject: [PATCH 062/138] Update RECCAP2_7_degraded_biomass.yaml

---
 collections/RECCAP2_7_degraded_biomass.yaml | 50 +++++++++++++++++----
 1 file changed, 42 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_7_degraded_biomass.yaml b/collections/RECCAP2_7_degraded_biomass.yaml
index 311a262f..0f633730 100644
--- a/collections/RECCAP2_7_degraded_biomass.yaml
+++ b/collections/RECCAP2_7_degraded_biomass.yaml
@@ -5,13 +5,45 @@ Description: RECCAP2_7_degraded_biomass/RECCAP2_7.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Vancutsem, C., Achard, F., Pekel, J.-F., Vieilledent, G., Carboni, S., Simonetti, D., Gallego, J., Aragão, L. E. O. C., & Nasi, R. (2021). Long-term (1990–2019) monitoring of forest cover changes in the humid tropics. 
+        Science Advances, 7(10), eabe1603.
+      DOI: 10.1126/sciadv.abe1603
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_6_deforested_biomass/RECCAP2_6_legend.png
+Image: RECCAP2_7_degraded_biomass/World-RECCAP2_7.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +53,7 @@ Resources:
     Variable: degraded_biomass
     ColormapName: YlOrRd
     Rescale: [0,5]
-Legend: RECCAP2_6_deforested_biomass/cm_legend.png
-Image: RECCAP2_7_degraded_biomass/World-RECCAP2_7.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 99e431c1c83c6882cfc2a24e29b052259e4fa266 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:11:08 +0200
Subject: [PATCH 063/138] Update RECCAP2_8_edge_biomass_change.yaml

---
 .../RECCAP2_8_edge_biomass_change.yaml        | 46 +++++++++++++++----
 1 file changed, 38 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_8_edge_biomass_change.yaml b/collections/RECCAP2_8_edge_biomass_change.yaml
index 5cbc9a1d..f5036a26 100644
--- a/collections/RECCAP2_8_edge_biomass_change.yaml
+++ b/collections/RECCAP2_8_edge_biomass_change.yaml
@@ -5,13 +5,41 @@ Description: RECCAP2_8_edge_biomass_change/RECCAP2_8.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_6_deforested_biomass/RECCAP2_6_legend.png
+Image: RECCAP2_8_edge_biomass_change/World-RECCAP2_8.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +49,7 @@ Resources:
     Variable: edge_biomass_change
     ColormapName: YlOrRd
     Rescale: [0,5]
-Legend: RECCAP2_6_deforested_biomass/cm_legend.png
-Image: RECCAP2_8_edge_biomass_change/World-RECCAP2_8.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From a06cba51e1d8d91fdcb894f280e1c995e70e26dc Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:11:17 +0200
Subject: [PATCH 064/138] Update
 RECCAP2_9_intact_biomass_change_methods_mean.yaml

---
 ..._9_intact_biomass_change_methods_mean.yaml | 46 +++++++++++++++----
 1 file changed, 38 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml b/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
index f934916c..cf9dfddb 100644
--- a/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
+++ b/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
@@ -5,13 +5,41 @@ Description: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9_legend.png
+Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +49,7 @@ Resources:
     Variable: intact_biomass_change_methods_mean
     ColormapName: Spectral
     Rescale: [-5,5]
-Legend: RECCAP2_9_intact_biomass_change_methods_mean/cm_legend.png
-Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 23c9143675e174213ffc30ff2681c11897455055 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:11:28 +0200
Subject: [PATCH 065/138] Update
 RECCAP2_10_intact_biomass_change_smooth_max.yaml

---
 ...2_10_intact_biomass_change_smooth_max.yaml | 46 +++++++++++++++----
 1 file changed, 38 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml b/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
index a66cfdcc..4aefb1ff 100644
--- a/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
+++ b/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
@@ -5,13 +5,41 @@ Description: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9_legend.png
+Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +49,7 @@ Resources:
     Variable: intact_biomass_change_smooth_max
     ColormapName: Spectral
     Rescale: [-5,5]
-Legend: RECCAP2_9_intact_biomass_change_methods_mean/cm_legend.png
-Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From dab00de9939501bbe29844cfa7c942737de54768 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:11:38 +0200
Subject: [PATCH 066/138] Update
 RECCAP2_11_intact_biomass_change_smooth_mean.yaml

---
 ..._11_intact_biomass_change_smooth_mean.yaml | 46 +++++++++++++++----
 1 file changed, 38 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml b/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
index 7a658a60..6d262b1a 100644
--- a/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
+++ b/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
@@ -5,13 +5,41 @@ Description: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9_legend.png
+Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +49,7 @@ Resources:
     Variable: intact_biomass_change_smooth_mean
     ColormapName: Spectral
     Rescale: [-5,5]
-Legend: RECCAP2_9_intact_biomass_change_methods_mean/cm_legend.png
-Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 3e8562e4b723fba71b9cc2c28a522777e9467102 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 17:11:50 +0200
Subject: [PATCH 067/138] Update
 RECCAP2_12_intact_biomass_change_trend_mean.yaml

---
 ...2_12_intact_biomass_change_trend_mean.yaml | 46 +++++++++++++++----
 1 file changed, 38 insertions(+), 8 deletions(-)

diff --git a/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml b/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
index 48bed4ca..67251e6d 100644
--- a/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
+++ b/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
@@ -5,13 +5,41 @@ Description: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - Amazon rainforest
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - SMOS
+    Sensor:
+      - MIRAS
 Agency:
-  - placeholder
+  - ESA
+Citation:
+  Publication:
+    - Citation: |
+        Fawcett, Dominic, Sitch, Stephen, Ciais, Philippe, Wigneron, Jean Pierre, Silva-Junior, Celso H. L., Heinrich, Viola, Vancutsem, Christelle, Achard, Frédéric, Bastos, Ana, Yang, Hui, Li, Xiaojun, Albergel, Clément, Friedlingstein, Pierre, & Aragão, Luiz E. O. C. (2022). 
+        Processed Data for Figures of 'Declining Amazon biomass due to deforestation and subsequent degradation losses exceeding gains' (Version v1) [Data set]. Zenodo.
+      DOI: 10.5281/zenodo.7245450
+Legend: RECCAP2_9_intact_biomass_change_methods_mean/RECCAP2_9_legend.png
+Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+References:
+  - Name: RECCAP-2
+    Url: https://climate.esa.int/en/projects/reccap-2/
+  - Name: CCI RECCAP2 xcube Viewer
+    Url: https://reccap2.viewer.brockmann-consult.de/
+  - Name: Amazon biomass in decline due to deforestation and degradation
+    Url: https://climate.esa.int/en/news-events/amazon-biomass-in-decline-due-to-deforestation-and-degradation/
+  - Name: Younger trees champion carbon capture
+    Url: https://www.esa.int/Applications/Observing_the_Earth/FutureEO/SMOS/Younger_trees_champion_carbon_capture
+  - Name: ESA results on display at COP27
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_results_on_display_at_COP27
+  - Name: Satellites improve national reporting of greenhouse gases
+    Url: https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/Satellites_improve_national_reporting_of_greenhouse_gases
+  - Name: Counting carbon
+    Url: https://www.esa.int/ESA_Multimedia/Videos/2021/07/Counting_carbon
+  - Name: Growth A toolkit for analyzing secondary forest aboveground carbon dynamics in the Brazilian Amazon
+    Url: https://www.frontiersin.org/articles/10.3389/ffgc.2023.1230734
 Resources:
   - EndPoint: https://reccap2.api.dev.brockmann-consult.de/api
     Type: zarr
@@ -21,5 +49,7 @@ Resources:
     Variable: intact_biomass_change_trend_mean
     ColormapName: Spectral
     Rescale: [-5,5]
-Legend: RECCAP2_9_intact_biomass_change_methods_mean/cm_legend.png
-Image: RECCAP2_9_intact_biomass_change_methods_mean/World-RECCAP2_9.png
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 5164e49b14ac3439fd66b5205153cbd635ef3d5f Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:47:16 +0200
Subject: [PATCH 068/138] Update ESDC_gross_primary_productivity.yaml

---
 .../ESDC_gross_primary_productivity.yaml      | 35 ++++++++++++++-----
 1 file changed, 27 insertions(+), 8 deletions(-)

diff --git a/collections/ESDC_gross_primary_productivity.yaml b/collections/ESDC_gross_primary_productivity.yaml
index b3447dab..593cdf7d 100644
--- a/collections/ESDC_gross_primary_productivity.yaml
+++ b/collections/ESDC_gross_primary_productivity.yaml
@@ -5,13 +5,30 @@ Description: ESDC_gross_primary_productivity/ESDC_gross_primary_productivity.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - CO2
+  - Photosynthesis
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Terra
+    Sensor:
+      - MODIS
 Agency:
-  - placeholder
+  - NASA
+Citation:
+  Publication:
+    - Citation: |
+        Tramontana, G., Jung, M., Schwalm, C. R., Ichii, K., Camps-Valls, G., Ráduly, B., Reichstein, M., Arain, M. A., Cescatti, A., Kiely, G., Merbold, L., Serrano-Ortiz, P., Sickert, S., Wolf, S., and Papale, D. 
+        Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms, Biogeosciences, 13, 4291–4313.
+      DOI: 10.5194/bg-13-4291-2016
+Legend: ESDC_gross_primary_productivity/ESDC_gross_primary_productivity_legend.png
+Image: ESDC_gross_primary_productivity/ESDC_gross_primary_productivity.png
+References:
+  - Name: Data served from the Earth System Data Lab xcube server
+    Url: https://viewer.earthsystemdatalab.net/
+  - Name: What is the Global Carbon Budget
+    Url: https://www.esa.int/ESA_Multimedia/Images/2021/11/Global_carbon_budget
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
@@ -21,5 +38,7 @@ Resources:
     Variable: gross_primary_productivity
     ColormapName: jet
     Rescale: [-1,15]
-Legend: ESDC_gross_primary_productivity/cm_legend.png
-Image: ESDC_gross_primary_productivity/World-ESDC_gross_primary_productivity.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://terra.nasa.gov/data/modis-data

From a05ccb1f0623f16d3996955c65d4538fcf325329 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:47:42 +0200
Subject: [PATCH 069/138] Update ESDC_kndvi.yaml

---
 collections/ESDC_kndvi.yaml | 31 +++++++++++++++++++++++--------
 1 file changed, 23 insertions(+), 8 deletions(-)

diff --git a/collections/ESDC_kndvi.yaml b/collections/ESDC_kndvi.yaml
index 637e5e86..2fe7a32d 100644
--- a/collections/ESDC_kndvi.yaml
+++ b/collections/ESDC_kndvi.yaml
@@ -5,13 +5,26 @@ Description: ESDC_kndvi/ESDC_kndvi.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - CO2
+  - Atmosphere
+  - Photosynthesis
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-  - placeholder
+  - NASA
+Citation:
+  Publication:
+    - Citation: |
+        Gustau Camps-Valls et al., A unified vegetation index for quantifying the terrestrial biosphere.Sci. Adv.7,eabc7447(2021).
+      DOI: 10.1126/sciadv.abc7447
+Legend: ESDC_kndvi/ESDC_kndvi_legend.png
+Image: ESDC_kndvi/ESDC_kndvi.png
+References:
+  - Name: Data served from the Earth System Data Lab xcube server
+    Url: https://viewer.earthsystemdatalab.net/
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
@@ -21,5 +34,7 @@ Resources:
     Variable: kndvi
     ColormapName: RdYlGn
     Rescale: [0,1]
-Legend: ESDC_kndvi/cm_legend.png
-Image: ESDC_kndvi/World-ESDC_kndvi.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://terra.nasa.gov/data/modis-data

From 2838957df2c786420cc66e8068c2d25f9cc7054b Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:48:02 +0200
Subject: [PATCH 070/138] Update ESDC_net_ecosystem_exchange.yaml

---
 collections/ESDC_net_ecosystem_exchange.yaml | 34 +++++++++++++++-----
 1 file changed, 26 insertions(+), 8 deletions(-)

diff --git a/collections/ESDC_net_ecosystem_exchange.yaml b/collections/ESDC_net_ecosystem_exchange.yaml
index 3c1d9388..167673d0 100644
--- a/collections/ESDC_net_ecosystem_exchange.yaml
+++ b/collections/ESDC_net_ecosystem_exchange.yaml
@@ -5,13 +5,29 @@ Description: ESDC_net_ecosystem_exchange/ESDC_net_ecosystem_exchange.md
 Themes:
   - biomass
 Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
+  - CO2
+  - Atmosphere
+  - Photosynthesis
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Terra
+    Sensor:
+      - MODIS
 Agency:
-  - placeholder
+  - NASA
+Citation:
+  Publication:
+    - Citation: |
+        Tramontana, G., Jung, M., Schwalm, C. R., Ichii, K., Camps-Valls, G., Ráduly, B., Reichstein, M., Arain, M. A., Cescatti, A., Kiely, G., Merbold, L., Serrano-Ortiz, P., Sickert, S., Wolf, S., and Papale, D. 
+        Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms, Biogeosciences, 13, 4291–4313.
+      DOI: 10.5194/bg-13-4291-2016, 2016
+Legend: ESDC_net_ecosystem_exchange/ESDC_net_ecosystem_exchange_legend.png
+Image: ESDC_net_ecosystem_exchange/ESDC_net_ecosystem_exchange.png
+References:
+  - Name: Data served from the Earth System Data Lab xcube server
+    Url: https://viewer.earthsystemdatalab.net/
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
@@ -21,5 +37,7 @@ Resources:
     Variable: net_ecosystem_exchange
     ColormapName: bwr
     Rescale: [-7,2]
-Legend: ESDC_net_ecosystem_exchange/cm_legend.png
-Image: ESDC_net_ecosystem_exchange/World-ESDC_net_ecosystem_exchange.png
+Provider:
+  - Name: NASA
+    Roles: licensor, producer, processor
+    Url: https://terra.nasa.gov/data/modis-data

From f2366f2c9a3b846eb385e7ab366718c5872460a8 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:58:40 +0200
Subject: [PATCH 071/138] Update GGI_CH4.yaml

---
 collections/GGI_CH4.yaml | 31 ++++++++++++++++++++-----------
 1 file changed, 20 insertions(+), 11 deletions(-)

diff --git a/collections/GGI_CH4.yaml b/collections/GGI_CH4.yaml
index 4b191602..cf525820 100644
--- a/collections/GGI_CH4.yaml
+++ b/collections/GGI_CH4.yaml
@@ -4,17 +4,26 @@ EodashIdentifier: GGI_CH4
 Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
 Description: GGI_CH4/GGI_CH4.md
 Themes:
-    - atmosphere
+  - atmosphere
 Tags:
-    - placeholder
-Satellite:
-    - GOSAT
-Sensor:
-    - placeholder
+  - CH4
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - ESA
+  - ESA
+Citation:
+  Citation: |
+    Zhu Deng, Philippe Ciais, Liting Hu, Martinez, A., Saunois, M., Thompson, R., & Frédéric Chevallier. (2024). Global greenhouse gas reconciliation 2022 [Data set]. Zenodo.
+  DOI: 10.5281/zenodo.10841716
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: GGI_CH4
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: GGI_CH4
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From c172ce6052badb60978d57fd61f632554de64f86 Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:58:58 +0200
Subject: [PATCH 072/138] Update GGI_CO2.yaml

---
 collections/GGI_CO2.yaml | 31 ++++++++++++++++++++-----------
 1 file changed, 20 insertions(+), 11 deletions(-)

diff --git a/collections/GGI_CO2.yaml b/collections/GGI_CO2.yaml
index 7189a32d..5cd0d0a5 100644
--- a/collections/GGI_CO2.yaml
+++ b/collections/GGI_CO2.yaml
@@ -4,17 +4,26 @@ EodashIdentifier: GGI_CO2
 Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
 Description: GGI_CO2/GGI_CO2.md
 Themes:
-    - atmosphere
+  - atmosphere
 Tags:
-    - placeholder
-Satellite:
-    - GOSAT
-Sensor:
-    - placeholder
+  - CO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - ESA
+  - ESA
+Citation:
+  Citation: |
+    Zhu Deng, Philippe Ciais, Liting Hu, Martinez, A., Saunois, M., Thompson, R., & Frédéric Chevallier. (2024). Global greenhouse gas reconciliation 2022 [Data set]. Zenodo.
+  DOI: 10.5281/zenodo.10841716
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: GGI_CO2
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: GGI_CO2
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 86cd0129f67f41ab6c48f28db0ed3382d20c49ec Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Tue, 25 Jun 2024 20:59:13 +0200
Subject: [PATCH 073/138] Update GGI_N2O.yaml

---
 collections/GGI_N2O.yaml | 31 ++++++++++++++++++++-----------
 1 file changed, 20 insertions(+), 11 deletions(-)

diff --git a/collections/GGI_N2O.yaml b/collections/GGI_N2O.yaml
index 2f242634..6182307c 100644
--- a/collections/GGI_N2O.yaml
+++ b/collections/GGI_N2O.yaml
@@ -4,17 +4,26 @@ EodashIdentifier: GGI_N2O
 Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
 Description: GGI_N2O/GGI_N2O.md
 Themes:
-    - atmosphere
+  - atmosphere
 Tags:
-    - placeholder
-Satellite:
-    - GOSAT
-Sensor:
-    - placeholder
+  - NO2
+  - Open data
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Other
 Agency:
-    - ESA
+  - ESA
+Citation:
+  Citation: |
+    Zhu Deng, Philippe Ciais, Liting Hu, Martinez, A., Saunois, M., Thompson, R., & Frédéric Chevallier. (2024). Global greenhouse gas reconciliation 2022 [Data set]. Zenodo.
+  DOI: 10.5281/zenodo.10841716
 Resources:
-    - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
-      Name: GeoDB
-      Database: eodash
-      CollectionId: GGI_N2O
+  - EndPoint: https://xcube-geodb.brockmann-consult.de/eodash/6bf15325-f6a0-4b6a-bf80-a2491753f8f2/
+    Name: GeoDB
+    Database: eodash
+    CollectionId: GGI_N2O
+Provider:
+  - Name: ESA
+    Roles: licensor, producer, processor
+    Url: https://climate.esa.int/en/projects/reccap-2/

From 3f05177b2bf6964d3c4e353d6dd6642afb30dc4b Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Wed, 26 Jun 2024 09:44:49 +0200
Subject: [PATCH 074/138] chore: add VIIRs Fire Detections

---
 catalogs/trilateral.yaml         |  1 +
 collections/VIIRS_SNPP_2023.yaml | 35 ++++++++++++++++++++++++++++++++
 2 files changed, 36 insertions(+)
 create mode 100644 collections/VIIRS_SNPP_2023.yaml

diff --git a/catalogs/trilateral.yaml b/catalogs/trilateral.yaml
index 9e9cd5ba..ee807cd2 100644
--- a/catalogs/trilateral.yaml
+++ b/catalogs/trilateral.yaml
@@ -102,6 +102,7 @@ collections:
   - CV_Covid_19_cases_trilateral
   - OW_Covid_19_vaccinations_trilateral
   - FNF_Palsar
+  - VIIRS_SNPP_2023
   - ADD_West_Antarctica_S1
   - ADD_Landsat_L2_Antarctica
   - ADD_Melt_Duration
diff --git a/collections/VIIRS_SNPP_2023.yaml b/collections/VIIRS_SNPP_2023.yaml
new file mode 100644
index 00000000..fcb389ab
--- /dev/null
+++ b/collections/VIIRS_SNPP_2023.yaml
@@ -0,0 +1,35 @@
+Name: VIIRS_SNPP_2023
+Title: VIIRs Fire Detections
+EodashIdentifier: VIIRS_SNPP_2023
+# Description: "VIIRS_SNPP_2023/VIIRS_SNPP_2023.md"
+Description: "VIIRs detections that inform the most recent time-step’s fire perimeter and active fire line calculation for 2023"
+Themes:
+  - "extreme-events"
+Tags:
+  - Optical
+  - Open data
+  - Fire
+DataSource:
+  Spaceborne:
+    Satellite:
+      - Aqua
+    Sensor:
+      - MODIS
+Agency:
+  - ESA
+Provider:
+  - Name: NASA National Oceanic and Atmospheric Administration
+    Url: https://www.nasa.gov/directorates/smd/joint-agency-satellite-division/noaa/
+  - Name: NASA Earth Information System
+    Url: https://www.earthdata.nasa.gov/eis
+    Roles:
+      - processor
+Resources:
+  - Name: Collection-only
+    EndPoint: Collection-only
+    OverwriteBBox: [-180, -85, 180, 85]
+    Type: OverwriteTimes
+    DateTimeInterval:
+      Start: "2023-01-01T00:00:00"
+      End: "2023-12-31T00:00:00"
+Image: VIIRS_SNPP_2023/image.png

From 605cfae6afd7b4f3e22ee556a07770f49d70cdde Mon Sep 17 00:00:00 2001
From: Federico <72614374+FedericoRondoni@users.noreply.github.com>
Date: Wed, 26 Jun 2024 15:17:19 +0200
Subject: [PATCH 075/138] Update ESDC_gross_primary_productivity.yaml


From 7d07ae2ca8dbc7a294a3be8ed6d5db97931ddeff Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Wed, 26 Jun 2024 17:13:30 +0200
Subject: [PATCH 076/138] rename VIIRS to Modis

---
 catalogs/trilateral.yaml                            |  2 +-
 .../{VIIRS_SNPP_2023.yaml => Modis_SNPP_2023.yaml}  | 13 +++++++------
 collections/N1_CO.yaml                              |  1 +
 3 files changed, 9 insertions(+), 7 deletions(-)
 rename collections/{VIIRS_SNPP_2023.yaml => Modis_SNPP_2023.yaml} (74%)

diff --git a/catalogs/trilateral.yaml b/catalogs/trilateral.yaml
index ee807cd2..d2a60715 100644
--- a/catalogs/trilateral.yaml
+++ b/catalogs/trilateral.yaml
@@ -102,7 +102,7 @@ collections:
   - CV_Covid_19_cases_trilateral
   - OW_Covid_19_vaccinations_trilateral
   - FNF_Palsar
-  - VIIRS_SNPP_2023
+  - Modis_SNPP_2023
   - ADD_West_Antarctica_S1
   - ADD_Landsat_L2_Antarctica
   - ADD_Melt_Duration
diff --git a/collections/VIIRS_SNPP_2023.yaml b/collections/Modis_SNPP_2023.yaml
similarity index 74%
rename from collections/VIIRS_SNPP_2023.yaml
rename to collections/Modis_SNPP_2023.yaml
index fcb389ab..f1ead416 100644
--- a/collections/VIIRS_SNPP_2023.yaml
+++ b/collections/Modis_SNPP_2023.yaml
@@ -1,8 +1,8 @@
-Name: VIIRS_SNPP_2023
-Title: VIIRs Fire Detections
-EodashIdentifier: VIIRS_SNPP_2023
-# Description: "VIIRS_SNPP_2023/VIIRS_SNPP_2023.md"
-Description: "VIIRs detections that inform the most recent time-step’s fire perimeter and active fire line calculation for 2023"
+Name: Modis_SNPP_2023
+Title: Modis Fire Detections
+EodashIdentifier: Modis_SNPP_2023
+# Description: "Modis_SNPP_2023/Modis_SNPP_2023.md"
+Description: "Modis detections that inform the most recent time-step’s fire perimeter and active fire line calculation for 2023"
 Themes:
   - "extreme-events"
 Tags:
@@ -32,4 +32,5 @@ Resources:
     DateTimeInterval:
       Start: "2023-01-01T00:00:00"
       End: "2023-12-31T00:00:00"
-Image: VIIRS_SNPP_2023/image.png
+Image: Modis_SNPP_2023/image.png
+yAxis: "detections"
diff --git a/collections/N1_CO.yaml b/collections/N1_CO.yaml
index 411b75a9..c9818bc2 100644
--- a/collections/N1_CO.yaml
+++ b/collections/N1_CO.yaml
@@ -5,6 +5,7 @@ Subtitle: Global 3-daily Carbon monoxide
 Description: N1_CO/N1_CO.md
 Themes:
   - air
+  - "extreme-events"
 Tags:
   - Air quality
   - CO

From 50994d17ece9b875db923b3f9a963ea5f1d0952e Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Wed, 26 Jun 2024 17:47:10 +0200
Subject: [PATCH 077/138] trigger

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 92c1767a..be988d42 100644
--- a/README.md
+++ b/README.md
@@ -21,5 +21,5 @@ Once venv is setup, make sure it is active and run the generator with `python ge
 Currently there is only one optional flag `-vd` that can be used to activate validation of the catalog (Still WIP).
 
 The catalogs are saved in the `build` folder. If you want to test the generated catalog locally (either in the Stac Browser or with the eodash client) we recommend using npm [http-server](https://www.npmjs.com/package/http-server), especially to avoid possible CORS issues you can run it for example with following command:
-`npx http-server -p 8000 --cors` 
+`npx http-server -p 8000 --cors`  
 when located in the build folder.

From 5acc6dfa521133f226cc80f6a8bee11e30e2c754 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:17:09 +0200
Subject: [PATCH 078/138] Update N1_NO2_diff_monthly.yaml

---
 collections/N1_NO2_diff_monthly.yaml | 22 ++++------------------
 1 file changed, 4 insertions(+), 18 deletions(-)

diff --git a/collections/N1_NO2_diff_monthly.yaml b/collections/N1_NO2_diff_monthly.yaml
index 870f0385..08ecb8dc 100644
--- a/collections/N1_NO2_diff_monthly.yaml
+++ b/collections/N1_NO2_diff_monthly.yaml
@@ -1,36 +1,28 @@
 Name: N1_NO2_diff_monthly
-Title: Nitrogen Dioxide (Monthly difference)
+Title: Nitrogen Dioxide (Monthly Difference)
 EodashIdentifier: N1_NO2_diff_monthly
-Subtitle: Monthly difference of Nitrogen Dioxide (NO2) from NASA [10^15 molecules/cm²]
-Description: N1_NO2_trilateral/N1_NO2_trilateral.md
+Subtitle: Mean NO2 column density compared to 2015-2019 baseline [10^15 mol/cm²]
+Description: N1_NO2_trilateral/N1_NO2_diff_monthly.md
 Themes:
   - atmosphere
 Tags:
   - Air quality
   - NO2
   - Open data
+  - Difference
 DataSource:
   Spaceborne:
     Satellite:
-      - Sentinel-5P
       - Aura
     Sensor:
-      - TROPOMI
       - OMI
 Agency:
-  - ESA
   - NASA
 Image: N1_NO2_diff_monthly/N1_NO2_diff_monthly.png
 Legend: N1_NO2_diff_monthly/N1_NO2_diff_monthly_legend.png
 References:
-  - Name: Tropomi
-    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
   - Name: Aura satellite
     Url: https://aura.gsfc.nasa.gov/index.html
-  - Name: Air pollution remains low as Europeans stay at home
-    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
-  - Name: NO2 concentrations over India
-    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
   - Name: Nitrogen Dioxide Levels Rebound in China
     Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Services:
@@ -46,12 +38,6 @@ Resources:
     Rescale: [-3e15, 3e15]
     Bidx: 1
 Provider:
-  - Name: Copernicus
-    Roles: licensor, producer
-    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
-  - Name: ESA
-    Roles: processor
-    Url: https://www.esa.int/
   - Name: NASA
     Roles: licensor, producer, processor
     Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 958c676a45e6ce6261c03df1cc4dabbb8cec5517 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:27:58 +0200
Subject: [PATCH 079/138] Update N1_NO2_jaxa.yaml

---
 collections/N1_NO2_jaxa.yaml | 20 +++-----------------
 1 file changed, 3 insertions(+), 17 deletions(-)

diff --git a/collections/N1_NO2_jaxa.yaml b/collections/N1_NO2_jaxa.yaml
index 1b268059..e46e6d19 100644
--- a/collections/N1_NO2_jaxa.yaml
+++ b/collections/N1_NO2_jaxa.yaml
@@ -1,8 +1,8 @@
 Name: N1_NO2_jaxa
-Title: NO2 JAXA
+Title: Nitrogen dioxide daily (Cairo) [mol/m3]
 EodashIdentifier: N1_NO2_jaxa
-Subtitle: NO2 TROPOMI JAXA Cairo
-Description: N1_NO2_trilateral/N1_NO2_trilateral.md
+Subtitle: NO2 daily column density in Cairo based on Sentinel-5P data
+Description: N1_NO2_trilateral/N1_NO2_jaxa.md
 Themes:
   - atmosphere
 Tags:
@@ -13,26 +13,18 @@ DataSource:
   Spaceborne:
     Satellite:
       - Sentinel-5P
-      - Aura
     Sensor:
       - TROPOMI
-      - OMI
 Agency:
   - ESA
-  - NASA
-  - JAXA
 Legend: N1_NO2_jaxa/N1_NO2_jaxa_legend.png
 References:
   - Name: Tropomi
     Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
-  - Name: Aura satellite
-    Url: https://aura.gsfc.nasa.gov/index.html
   - Name: Air pollution remains low as Europeans stay at home
     Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
   - Name: NO2 concentrations over India
     Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
-  - Name: Nitrogen Dioxide Levels Rebound in China
-    Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Resources:
   - EndPoint: https://ogcpreview2.restecmap.com/examind/api/WS/wms/default
     Name: WMS
@@ -46,9 +38,3 @@ Provider:
   - Name: ESA
     Roles: processor
     Url: https://www.esa.int/
-  - Name: NASA
-    Roles: licensor, producer, processor
-    Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data
-  - Name: JAXA
-    Roles: processor
-    Url: https://global.jaxa.jp/

From 959f498b3c845b2c172f726ee97f729aaacc04e4 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:34:30 +0200
Subject: [PATCH 080/138] Update N1_NO2_monthly.yaml

---
 collections/N1_NO2_monthly.yaml | 20 +++-----------------
 1 file changed, 3 insertions(+), 17 deletions(-)

diff --git a/collections/N1_NO2_monthly.yaml b/collections/N1_NO2_monthly.yaml
index 58b10122..1272e4e5 100644
--- a/collections/N1_NO2_monthly.yaml
+++ b/collections/N1_NO2_monthly.yaml
@@ -1,36 +1,28 @@
 Name: N1_NO2_monthly
 Title: Nitrogen Dioxide (Monthly)
 EodashIdentifier: N1_NO2_monthly
-Subtitle: Monthly Nitrogen Dioxide (NO2) from NASA
-Description: N1_NO2_trilateral/N1_NO2_trilateral.md
+Subtitle: Mean NO2 column density based on OMI data [10^15 mol/cm²]
+Description: N1_NO2_trilateral/N1_NO2_monthly.md
 Themes:
   - atmosphere
 Tags:
   - Air quality
   - NO2
   - Open data
+  - OMI
 DataSource:
   Spaceborne:
     Satellite:
-      - Sentinel-5P
       - Aura
     Sensor:
-      - TROPOMI
       - OMI
 Agency:
-  - ESA
   - NASA
 Image: N1_NO2_monthly/N1_NO2_monthly.png
 Legend: N1_NO2_monthly/N1_NO2_monthly_legend.png
 References:
-  - Name: Tropomi
-    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Tropomi
   - Name: Aura satellite
     Url: https://aura.gsfc.nasa.gov/index.html
-  - Name: Air pollution remains low as Europeans stay at home
-    Url: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-5P/Air_pollution_remains_low_as_Europeans_stay_at_home
-  - Name: NO2 concentrations over India
-    Url: https://www.esa.int/ESA_Multimedia/Images/2020/04/NO2_concentrations_over_India
   - Name: Nitrogen Dioxide Levels Rebound in China
     Url: https://earthobservatory.nasa.gov/images/146741/nitrogen-dioxide-levels-rebound-in-china
 Services:
@@ -46,12 +38,6 @@ Resources:
     Rescale: [0, 108e14]
     Bidx: 1
 Provider:
-  - Name: Copernicus
-    Roles: licensor, producer
-    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
-  - Name: ESA
-    Roles: processor
-    Url: https://www.esa.int/
   - Name: NASA
     Roles: licensor, producer, processor
     Url: https://www.earthdata.nasa.gov/learn/articles/find-no2-data

From 6df19538f7a3dc8d88627cf8fec78087a639d58e Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:37:06 +0200
Subject: [PATCH 081/138] Update N12_sea_ice_concentration_antarctic.yaml

---
 collections/N12_sea_ice_concentration_antarctic.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/collections/N12_sea_ice_concentration_antarctic.yaml b/collections/N12_sea_ice_concentration_antarctic.yaml
index dc0b785f..684504c4 100644
--- a/collections/N12_sea_ice_concentration_antarctic.yaml
+++ b/collections/N12_sea_ice_concentration_antarctic.yaml
@@ -8,6 +8,7 @@ Tags:
   - Antarctic 
   - Sea ice
   - Open data
+  - Southern ocean
 DataSource:
   Spaceborne:
     Satellite:

From f6e882a0dec203655c77c83036f7bdebe2926626 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:40:41 +0200
Subject: [PATCH 082/138] Update N2_CO2_diff.yaml

---
 collections/N2_CO2_diff.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/N2_CO2_diff.yaml b/collections/N2_CO2_diff.yaml
index 02e998ea..f70e7ee7 100644
--- a/collections/N2_CO2_diff.yaml
+++ b/collections/N2_CO2_diff.yaml
@@ -1,7 +1,7 @@
 Name: N2_CO2_diff
-Title: Difference of Carbon Dioxide
+Title: Carbon Dioxide from OCO-2 (daily difference)
 EodashIdentifier: N2_diff
-Subtitle: Difference of Carbon Dioxide [ppm]
+Subtitle: CO2 difference compared to 2015-2019 baseline [ppm]
 Description: N2_CO2_diff/N2_CO2_diff.md
 Themes:
   - atmosphere

From 7055b999eb4765d9039c1d544dffbbe15356ad58 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:43:06 +0200
Subject: [PATCH 083/138] Update N2_CO2_jaxa_gosat.yaml

---
 collections/N2_CO2_jaxa_gosat.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/N2_CO2_jaxa_gosat.yaml b/collections/N2_CO2_jaxa_gosat.yaml
index 6ad25c77..9eb805d9 100644
--- a/collections/N2_CO2_jaxa_gosat.yaml
+++ b/collections/N2_CO2_jaxa_gosat.yaml
@@ -1,6 +1,7 @@
 Name: N2_CO2_jaxa_gosat
-Title: "GOSAT - Carbon Dioxide"
+Title: Carbon Dioxide from GOSAT
 EodashIdentifier: N2_CO2_jaxa_gosat
+Subtitle: GOSAT lower tropospheric CO2 [ppm]
 Description: N2_CO2_jaxa_gosat/N2_CO2_jaxa_gosat.md
 Themes:
   - atmosphere
@@ -8,6 +9,8 @@ Tags:
   - Air quality
   - CO2
   - Open data
+  - GHG
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From f57477ee22c9fcc7162e0768634e5514a95649ca Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:43:26 +0200
Subject: [PATCH 084/138] Update N2_CO2_diff.yaml

---
 collections/N2_CO2_diff.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/N2_CO2_diff.yaml b/collections/N2_CO2_diff.yaml
index f70e7ee7..e0056f27 100644
--- a/collections/N2_CO2_diff.yaml
+++ b/collections/N2_CO2_diff.yaml
@@ -9,6 +9,8 @@ Tags:
   - Air quality
   - CO2
   - Open data
+  - GHG
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From 1645835d765276df8e90ec8442e6800295ed9c9c Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 20:44:59 +0200
Subject: [PATCH 085/138] Update N2_CO2_mean.yaml

---
 collections/N2_CO2_mean.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/collections/N2_CO2_mean.yaml b/collections/N2_CO2_mean.yaml
index e17488ca..fc73f0e9 100644
--- a/collections/N2_CO2_mean.yaml
+++ b/collections/N2_CO2_mean.yaml
@@ -1,7 +1,7 @@
 Name: N2_CO2_mean
-Title: Mean Carbon Dioxide
+Title: Carbon Dioxide from OMI (daily)
 EodashIdentifier: N2_CO2_mean
-Subtitle: Mean Carbon Dioxide [ppm]
+Subtitle: Mean daily Carbon Dioxide [ppm]
 Description: N2_CO2_mean/N2_CO2_mean.md
 Themes:
   - atmosphere
@@ -9,6 +9,8 @@ Tags:
   - Air quality
   - CO2
   - Open data
+  - GHG
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From 213c4c70594e597f1e78ececa98f0296b200faea Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:05:48 +0200
Subject: [PATCH 086/138] Update N2_greenhouse_gases.yaml

---
 collections/N2_greenhouse_gases.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/collections/N2_greenhouse_gases.yaml b/collections/N2_greenhouse_gases.yaml
index f06c26dc..23e9422a 100644
--- a/collections/N2_greenhouse_gases.yaml
+++ b/collections/N2_greenhouse_gases.yaml
@@ -1,7 +1,7 @@
 Name: greenhouse_gases
-Title: Greenhouse gases
+Title: Carbon Dioxide at city level from GOSAT
 EodashIdentifier: N2_greenhouse_gases
-Subtitle: The Impact of the COVID-19 Pandemic on Atmospheric CO2
+Subtitle: CO2 emissions over large cities [ppmv]
 Description: N2_greenhouse_gases/N2_greenhouse_gases.md
 Themes:
   - atmosphere
@@ -9,6 +9,8 @@ Tags:
   - Air quality
   - CO2
   - Open data
+  - GHG
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From de48269c05ae6c98780e6e6ecb66e1c6317a0549 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:30:24 +0200
Subject: [PATCH 087/138] Update N5_nightlights.yaml

---
 collections/N5_nightlights.yaml | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/collections/N5_nightlights.yaml b/collections/N5_nightlights.yaml
index 0e9bb416..5a594ec2 100644
--- a/collections/N5_nightlights.yaml
+++ b/collections/N5_nightlights.yaml
@@ -1,12 +1,14 @@
 Name: nightlights
-Title: Nightlights
+Title: Nightlights from SUOMI-NPP
 EodashIdentifier: N5
+Subtitle: 30-meter Black Marble High Definition (HD) nighttime lights
 Description: N5_nightlights/N5_nightlights.md
 Themes:
   - economy
 Tags:
   - Human activities
   - Open data
+  - SUOMI-NPP
 DataSource:
   Spaceborne:
     Satellite:
@@ -160,3 +162,15 @@ Provider:
   - Name: NASA
     Roles: licensor, producer, processor
     Url: https://search.earthdata.nasa.gov/search?portal=idn&fi=VIIRS
+References:
+  - Name: NASA's Black Marble 
+    Key: black_marble
+    Url: https://blackmarble.gsfc.nasa.gov/
+  - Name: Suomi National Polar-orbiting Partnership (Suomi NPP) 
+    Key: suomi_npp
+    Url: https://www.nasa.gov/mission_pages/NPP/main/index.html
+  - Name: NASA Covid Dashboard 
+    Key: covid_dashboard
+    Url: https://www.earthdata.nasa.gov/covid19/indicators/bm
+    
+    

From 89d031f14d011dc2f84130cd13f1f1dac7b07f80 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:34:07 +0200
Subject: [PATCH 088/138] Update N6_geoglam.yaml

---
 collections/N6_geoglam.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/N6_geoglam.yaml b/collections/N6_geoglam.yaml
index becac924..9691a39f 100644
--- a/collections/N6_geoglam.yaml
+++ b/collections/N6_geoglam.yaml
@@ -1,13 +1,16 @@
 Name: N6_geoglam
 Title: Crop Conditions (GEOGLAM)
 EodashIdentifier: N6
+Subtitle: Estimates from GEOGLAM Crop Monitor
 Description: N6_geoglam/N6_geoglam.md
 Themes:
-  - economy
+  - agriculture
 Tags:
   - Agriculture
   - Human activities
   - Open data
+  - Global crop conditions
+  - Crop monitor
 DataSource:
   Spaceborne:
     Satellite:

From 38801470e92f331f56b38c31ced8e80b1ebf9e22 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:38:59 +0200
Subject: [PATCH 089/138] Update N9_OMI_trno2-COG.yaml

---
 collections/N9_OMI_trno2-COG.yaml | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/collections/N9_OMI_trno2-COG.yaml b/collections/N9_OMI_trno2-COG.yaml
index 3ba09a8b..2448a861 100644
--- a/collections/N9_OMI_trno2-COG.yaml
+++ b/collections/N9_OMI_trno2-COG.yaml
@@ -1,7 +1,7 @@
 Name: N9_OMI_trno2-COG
-Title: Nitrogen Dioxide (Yearly)
+Title: Nitrogen Dioxide from OMI (Yearly)
 EodashIdentifier: N9
-Subtitle: Yearly Nitrogen Dioxide (NO2) from NASA's OMI Aura 0.10 x 0.10
+Subtitle: Yearly NO2 from NASA's OMI Aura [10^14 molecules/cm^2]
 Description: N9_OMI_trno2-COG/N9_OMI_trno2-COG.md
 Themes:
   - atmosphere
@@ -9,6 +9,8 @@ Tags:
   - Air quality
   - NO2
   - Open data
+  - Air quality
+  - Air pollution
 DataSource:
   Spaceborne:
     Satellite:
@@ -38,3 +40,8 @@ Provider:
   - Name: NASA
     Roles: licensor, producer, processor
     Url: https://search.earthdata.nasa.gov/search?q=OMNO2d_003
+References:
+  - Name: NASA Covid Dashboard 
+    Key: covid_dashboard
+    Url: https://www.earthdata.nasa.gov/covid19/indicators/no2
+    

From 0a7a59482638a587d3cd3c6a0526f2745d122514 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:42:35 +0200
Subject: [PATCH 090/138] Update NLK_lake_aral.yaml

---
 collections/NLK_lake_aral.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/NLK_lake_aral.yaml b/collections/NLK_lake_aral.yaml
index 11ea00a7..a099c923 100644
--- a/collections/NLK_lake_aral.yaml
+++ b/collections/NLK_lake_aral.yaml
@@ -1,5 +1,5 @@
 Name: NLK_lake_aral
-Title: Aral Lake cloud free
+Title: Aral Lake Landsat-8 cloud free
 EodashIdentifier: NLK_lake_aral
 Description: Landsat-8 images of the Aral Lake
 Themes:
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Lake
   - Optical
+  - Water
+  - Open Data
 DataSource:
   Spaceborne:
     Satellite:

From 876441398f9e8f7cad2bb6b1efa787867364a91a Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:44:24 +0200
Subject: [PATCH 091/138] Update NPPN_net_primary_production.yaml

---
 collections/NPPN_net_primary_production.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/NPPN_net_primary_production.yaml b/collections/NPPN_net_primary_production.yaml
index acf40fb5..d7aa08fd 100644
--- a/collections/NPPN_net_primary_production.yaml
+++ b/collections/NPPN_net_primary_production.yaml
@@ -1,5 +1,5 @@
 Name: net_primary_production
-Title: Net primary production
+Title: Ocean net primary production (MODIS)
 EodashIdentifier: NPPN
 Description: NPPN_net_primary_production/NPPN_net_primary_production.md
 Themes:
@@ -11,6 +11,8 @@ Tags:
   - Photosynthesis
   - Organic material
   - Chlorophyll
+  - Carbon
+  - Water
 DataSource:
   Spaceborne:
     Satellite:

From f1b98a4c5996c6ccf31fd527df1e98538c3b1239 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:45:06 +0200
Subject: [PATCH 092/138] Update NPP_ocean_primary_productivity.yaml

---
 collections/NPP_ocean_primary_productivity.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/NPP_ocean_primary_productivity.yaml b/collections/NPP_ocean_primary_productivity.yaml
index b2d6df81..75295ed4 100644
--- a/collections/NPP_ocean_primary_productivity.yaml
+++ b/collections/NPP_ocean_primary_productivity.yaml
@@ -11,6 +11,8 @@ Tags:
   - Organic material
   - Chlorophyll
   - Multi-sensors
+  - Water
+  - Carbon
 DataSource:
   Spaceborne:
     Satellite:

From 474ef51152b851c797d4685dc02d042b25ebfa0b Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 21:59:46 +0200
Subject: [PATCH 093/138] Update PRCG_precipitation.yaml

---
 collections/PRCG_precipitation.yaml | 51 +++++++++++++++++++++++++++--
 1 file changed, 48 insertions(+), 3 deletions(-)

diff --git a/collections/PRCG_precipitation.yaml b/collections/PRCG_precipitation.yaml
index f7fecb92..008bb945 100644
--- a/collections/PRCG_precipitation.yaml
+++ b/collections/PRCG_precipitation.yaml
@@ -1,7 +1,7 @@
 Name: precipitation
-Title: Precipitation
+Title: Precipitation from GSMaP
 EodashIdentifier: PRCG
-Subtitle: Precipitation
+Subtitle: Monthly precipitation product
 Description: PRCG_precipitation/PRCG_precipitation.md
 Themes:
   - atmosphere
@@ -12,9 +12,54 @@ Tags:
 DataSource:
   Spaceborne:
     Satellite:
-      - Other
+      - TRMM
+      - Aqua
+      - ADEOS-II
+      - DMSP-F11
+      - DMSP-F13
+      - DMSP-F14
+      - DMSP-F15
+      - Megha-Tropiques
+      - GCOM-W1
+      - GPM Core Observatory
+      - DWSS-1
+      - NOAA-N15
+      - NOAA-N16
+      - NOAA-N17
+      - NOAA-N18
+      - NOAA-N19
+      - MetOp-A
+      - MetOp-B
+      - NPP
+      - JPSS-1
+    Sensor:  
+      - TMI
+      - AMSR-E
+      - AMSR
+      - SSM/I
+      - SSM/I
+      - SSM/I
+      - SSM/I
+      - MADRAS
+      - AMSR2
+      - GMI
+      - TBD
+      - AMSU-A/AMSU-B
+      - AMSU-A/AMSU-B
+      - AMSU-A/AMSU-B
+      - AMSU-A/MHS
+      - AMSU-A/MHS
+      - AMSU-A/MHS
+      - AMSU-A/MHS
+      - ATMS
+      - ATMS
 Agency:
   - JAXA
+  - NOAA
+  - EUMETSAT
+  - CNES
+  - ISRO
+  - DoD
 Legend: PRCG_precipitation/PRCG_legend.png
 Image: PRCG_precipitation/PRCG_precipitation.png
 References:

From 3b18bb827c3880884a33505736fabc16c5bd19ad Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:02:47 +0200
Subject: [PATCH 094/138] Update PRCTS_precipitation_timeseries.yaml

---
 collections/PRCTS_precipitation_timeseries.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/PRCTS_precipitation_timeseries.yaml b/collections/PRCTS_precipitation_timeseries.yaml
index 6789f757..acc96040 100644
--- a/collections/PRCTS_precipitation_timeseries.yaml
+++ b/collections/PRCTS_precipitation_timeseries.yaml
@@ -1,10 +1,10 @@
 Name: precipitation_timeseries
-Title: Precipitation Timeseries
+Title: Local Precipitation from GCOM-W
 EodashIdentifier: PRCTS
 Subtitle: Precipitation Timeseries
 Description: PRCTS_precipitation_timeseries/PRCTS_precipitation_timeseries.md
 Themes:
-  - atmosphere
+  - agriculture
 Tags:
   - Precipitation
   - Rainfall

From 164b94bab614add170ce7c6ee695a884c63b2e13 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:03:06 +0200
Subject: [PATCH 095/138] Update PRCG_precipitation.yaml

---
 collections/PRCG_precipitation.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/PRCG_precipitation.yaml b/collections/PRCG_precipitation.yaml
index 008bb945..e00f8977 100644
--- a/collections/PRCG_precipitation.yaml
+++ b/collections/PRCG_precipitation.yaml
@@ -4,7 +4,7 @@ EodashIdentifier: PRCG
 Subtitle: Monthly precipitation product
 Description: PRCG_precipitation/PRCG_precipitation.md
 Themes:
-  - atmosphere
+  - agriculture
 Tags:
   - Precipitation
   - Rainfall

From 7ab02b550bdcb674a96f434a0fab0a38e1f3b3ff Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:04:37 +0200
Subject: [PATCH 096/138] Update PRC_precipitation_anomaly.yaml

---
 collections/PRC_precipitation_anomaly.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/collections/PRC_precipitation_anomaly.yaml b/collections/PRC_precipitation_anomaly.yaml
index dd4bade8..c306f5d6 100644
--- a/collections/PRC_precipitation_anomaly.yaml
+++ b/collections/PRC_precipitation_anomaly.yaml
@@ -1,10 +1,10 @@
 Name: precipitation_anomaly
-Title: Precipitation Anomaly
+Title: Precipitation Anomaly from GSMap
 EodashIdentifier: PRC
-Subtitle: Precipitation Anomaly
+Subtitle: Global Precipitation Anomaly
 Description: PRC_precipitation_anomaly/PRC_precipitation_anomaly.md
 Themes:
-  - atmosphere
+  - agriculture
 Tags:
   - Precipitation
   - Rainfall

From 7ccc4c89b3ee9e6569f587ca1b3fb3852c7c3d24 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:06:59 +0200
Subject: [PATCH 097/138] Update SIC_sea_ice_thickness_cryosat.yaml

---
 collections/SIC_sea_ice_thickness_cryosat.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/SIC_sea_ice_thickness_cryosat.yaml b/collections/SIC_sea_ice_thickness_cryosat.yaml
index 3ded6657..a98885de 100644
--- a/collections/SIC_sea_ice_thickness_cryosat.yaml
+++ b/collections/SIC_sea_ice_thickness_cryosat.yaml
@@ -1,5 +1,6 @@
 Name: sea_ice_thickness_cryosat
-Title: Sea ice thickness (Cryosat)
+Title: Sea ice thickness (Cryosat-2)
+Subtitle: Daily Arctic sea ice thickness
 EodashIdentifier: SIC
 Description: SIC_sea_ice_thickness_cryosat/SIC_sea_ice_thickness_cryosat.md
 Themes:
@@ -9,6 +10,8 @@ Tags:
   - Polar
   - ESA Climate Change Initiative
   - Open data
+  - Polar
+  - Arctic
 DataSource:
   Spaceborne:
     Satellite:

From fbefe411b30c6dbb325a4d128a79e3cf985e1986 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:08:15 +0200
Subject: [PATCH 098/138] Update SIE_sea_ice_thickness_envisat.yaml

---
 collections/SIE_sea_ice_thickness_envisat.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/SIE_sea_ice_thickness_envisat.yaml b/collections/SIE_sea_ice_thickness_envisat.yaml
index 137b7ee5..4bce7711 100644
--- a/collections/SIE_sea_ice_thickness_envisat.yaml
+++ b/collections/SIE_sea_ice_thickness_envisat.yaml
@@ -1,5 +1,6 @@
 Name: sea_ice_thickness_envisat
 Title: Sea ice thickness (Envisat)
+Subtitle: Arctic sea ice thickness from CCI
 EodashIdentifier: SIE
 Description: SIE_sea_ice_thickness_envisat/SIE_sea_ice_thickness_envisat.md
 Themes:
@@ -9,6 +10,7 @@ Tags:
   - Polar
   - ESA Climate Change Initiative
   - Open data
+  - Arctic
 DataSource:
   Spaceborne:
     Satellite:

From 1aef1d169507c61395276cc9c5de6fc093eaade8 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:18:19 +0200
Subject: [PATCH 099/138] Update
 SIF_solar_induced_chlorophyll_fluorescence.yaml

---
 collections/SIF_solar_induced_chlorophyll_fluorescence.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml b/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
index 3a69f6bf..9ed66b1f 100644
--- a/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
+++ b/collections/SIF_solar_induced_chlorophyll_fluorescence.yaml
@@ -1,11 +1,12 @@
 Name: solar_induced_chlorophyll_fluorescence
 Title: Solar induced chlorophyll fluorescence
+Subtitle: SIF monthly average from Sentinel-5p TROPOMI [mW/m2/sr/nm]
 EodashIdentifier: SIF
 Description: SIF_solar_induced_chlorophyll_fluorescence/SIF_solar_induced_chlorophyll_fluorescence.md
 Themes:
   - agriculture
 Tags:
-  - placeholder
+  - photosynthesis
 DataSource:
   Spaceborne:
     Satellite:

From 07e7fac99ff42accd72aa31ae1006333d158e48f Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:20:34 +0200
Subject: [PATCH 100/138] Update SITI_IS2SITMOGR4-cog.yaml

---
 collections/SITI_IS2SITMOGR4-cog.yaml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/collections/SITI_IS2SITMOGR4-cog.yaml b/collections/SITI_IS2SITMOGR4-cog.yaml
index 1fbfeb92..c82216d3 100644
--- a/collections/SITI_IS2SITMOGR4-cog.yaml
+++ b/collections/SITI_IS2SITMOGR4-cog.yaml
@@ -1,5 +1,6 @@
 Name: SITI_IS2SITMOGR4-cog
 Title: Sea Ice Thickness (ICESat-2)
+Subtitle: Monthly Arctic sea ice thickness 
 EodashIdentifier: SITI
 Description: SITI_IS2SITMOGR4-cog/SITI_IS2SITMOGR4-cog.md
 Themes:
@@ -8,6 +9,8 @@ Tags:
   - Sea ice
   - Arctic
   - Open data
+  - Polar
+  - Arctic
 DataSource:
   Spaceborne:
     Satellite:

From 5ff563c2c058ed31fa3bcf90fb875edb7c964674 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:21:41 +0200
Subject: [PATCH 101/138] Update SMCG_soil_moisture_content.yaml

---
 collections/SMCG_soil_moisture_content.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/SMCG_soil_moisture_content.yaml b/collections/SMCG_soil_moisture_content.yaml
index c71edd0e..acc2ca61 100644
--- a/collections/SMCG_soil_moisture_content.yaml
+++ b/collections/SMCG_soil_moisture_content.yaml
@@ -1,5 +1,5 @@
 Name: soil_moisture_content
-Title: Soil moisture content
+Title: Soil moisture content from GSMaP
 EodashIdentifier: SMCG
 Subtitle: Soil moisture content
 Description: SMCG_soil_moisture_content/SMCG_soil_moisture_content.md

From 7c03b99d685c60cab4d0659f7a7173a2d0fa47af Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:23:55 +0200
Subject: [PATCH 102/138] Update SMCTS_soil_moisture_timeseries.yaml

---
 collections/SMCTS_soil_moisture_timeseries.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/SMCTS_soil_moisture_timeseries.yaml b/collections/SMCTS_soil_moisture_timeseries.yaml
index 367fe71d..5a89e763 100644
--- a/collections/SMCTS_soil_moisture_timeseries.yaml
+++ b/collections/SMCTS_soil_moisture_timeseries.yaml
@@ -1,7 +1,7 @@
 Name: soil_moisture_timeseries
-Title: Soil moisture
+Title: Local Soil Moisture from GSMaP
 EodashIdentifier: SMCTS
-Subtitle: Soil moisture
+Subtitle: Soil Moisture Timeseries
 Description: SMCTS_soil_moisture_timeseries/SMCTS_soil_moisture_timeseries.md
 Themes:
   - agriculture

From 4fd1e2bc156ce47ab5041c2c197da15df91e97a1 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:24:39 +0200
Subject: [PATCH 103/138] Update SMC_soil_moisture_anomaly.yaml

---
 collections/SMC_soil_moisture_anomaly.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/SMC_soil_moisture_anomaly.yaml b/collections/SMC_soil_moisture_anomaly.yaml
index ff11a9ea..b3a842ac 100644
--- a/collections/SMC_soil_moisture_anomaly.yaml
+++ b/collections/SMC_soil_moisture_anomaly.yaml
@@ -1,7 +1,7 @@
 Name: soil_moisture_anomaly
-Title: Soil Moisture Anomaly
+Title: Soil Moisture Anomaly from GSMaP
 EodashIdentifier: SMC
-Subtitle: Soil Moisture Anomaly
+Subtitle: Global Soil Moisture Anomaly
 Description: SMC_soil_moisture_anomaly/SMC_soil_moisture_anomaly.md
 Themes:
   - agriculture

From 18a757c5a1615d0addb5cd760626576035777ddd Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:26:07 +0200
Subject: [PATCH 104/138] Update VITS_vegetation_index_timeseries.yaml

---
 collections/VITS_vegetation_index_timeseries.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/VITS_vegetation_index_timeseries.yaml b/collections/VITS_vegetation_index_timeseries.yaml
index eb7f2799..f2b85bec 100644
--- a/collections/VITS_vegetation_index_timeseries.yaml
+++ b/collections/VITS_vegetation_index_timeseries.yaml
@@ -1,7 +1,7 @@
 Name: vegetation_index_timeseries
-Title: Vegetation index
+Title: Local NDVI from GSMaP
 EodashIdentifier: VITS
-Subtitle: Vegetation index
+Subtitle: Normalized Difference Vegetation Index Timeseries 
 Description: VITS_vegetation_index_timeseries/VITS_vegetation_index_timeseries.md
 Themes:
   - agriculture

From fe524e085cf4293248911fe7a4b97817bcbbdd0f Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:28:26 +0200
Subject: [PATCH 105/138] Update nceo_africa_2017.yaml

---
 collections/nceo_africa_2017.yaml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/collections/nceo_africa_2017.yaml b/collections/nceo_africa_2017.yaml
index c1470ec1..a48455ef 100644
--- a/collections/nceo_africa_2017.yaml
+++ b/collections/nceo_africa_2017.yaml
@@ -1,7 +1,7 @@
 Name: nceo_africa_2017
-Title: Aboveground Biomass
+Title: Aboveground Woody Biomass
 EodashIdentifier: NCEO
-Subtitle: Aboveground Biomass subtitle
+Subtitle: NCEO Africa AGB map for 2017 at 100 m spatial resolution
 Description: nceo_africa_2017/nceo_africa_2017.md
 Themes:
   - biomass
@@ -10,6 +10,8 @@ Tags:
   - Wood
   - Open data
   - Multi-sensors
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 5389d54d248df5c8d937ba1cec5197bde7ae796c Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:42:31 +0200
Subject: [PATCH 106/138] Update ESDC_gross_primary_productivity.yaml

---
 collections/ESDC_gross_primary_productivity.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/ESDC_gross_primary_productivity.yaml b/collections/ESDC_gross_primary_productivity.yaml
index 593cdf7d..780a93f6 100644
--- a/collections/ESDC_gross_primary_productivity.yaml
+++ b/collections/ESDC_gross_primary_productivity.yaml
@@ -1,5 +1,6 @@
 Name: ESDC_gross_primary_productivity
-Title: Gross Primary Productivity
+Title: Land Gross Primary Productivity
+Subtitle: Global land GPP
 EodashIdentifier: ESDC_gross_primary_productivity
 Description: ESDC_gross_primary_productivity/ESDC_gross_primary_productivity.md
 Themes:
@@ -8,6 +9,7 @@ Tags:
   - CO2
   - Photosynthesis
   - Open data
+  - Carbon
 DataSource:
   Spaceborne:
     Satellite:

From 951d60521b92af77f60c9a020fb1b4a9ae1621a1 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:47:40 +0200
Subject: [PATCH 107/138] Update ESDC_kndvi.yaml

---
 collections/ESDC_kndvi.yaml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/collections/ESDC_kndvi.yaml b/collections/ESDC_kndvi.yaml
index 2fe7a32d..b3aa1af0 100644
--- a/collections/ESDC_kndvi.yaml
+++ b/collections/ESDC_kndvi.yaml
@@ -1,5 +1,6 @@
 Name: ESDC_kndvi
-Title: KNDVI
+Title: Kernel NDVI (daily)
+Subtitle: BRDF-Adjusted Reflectance Daily L3 Global 0.05 Deg
 EodashIdentifier: ESDC_kndvi
 Description: ESDC_kndvi/ESDC_kndvi.md
 Themes:
@@ -9,6 +10,8 @@ Tags:
   - Atmosphere
   - Photosynthesis
   - Open data
+  - Vegetation Index
+  - Carbon
 DataSource:
   Spaceborne:
     Satellite:

From 3faca48cf2d98dbbeec29c9276b7aba6be66de03 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:48:59 +0200
Subject: [PATCH 108/138] Update ESDC_net_ecosystem_exchange.yaml

---
 collections/ESDC_net_ecosystem_exchange.yaml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/collections/ESDC_net_ecosystem_exchange.yaml b/collections/ESDC_net_ecosystem_exchange.yaml
index 167673d0..836ff93e 100644
--- a/collections/ESDC_net_ecosystem_exchange.yaml
+++ b/collections/ESDC_net_ecosystem_exchange.yaml
@@ -1,5 +1,6 @@
 Name: ESDC_net_ecosystem_exchange
-Title: Net Ecosystem Exchange
+Title: Land Net Ecosystem Exchange
+Subtitle: Net carbon exchange between the ecosystem and the atmosphere
 EodashIdentifier: ESDC_net_ecosystem_exchange
 Description: ESDC_net_ecosystem_exchange/ESDC_net_ecosystem_exchange.md
 Themes:
@@ -9,6 +10,7 @@ Tags:
   - Atmosphere
   - Photosynthesis
   - Open data
+  - Carbon
 DataSource:
   Spaceborne:
     Satellite:

From 43c2949b290da7f3a0108ce749d1bb088433f050 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:53:32 +0200
Subject: [PATCH 109/138] Update GGI_CH4.yaml

---
 collections/GGI_CH4.yaml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/collections/GGI_CH4.yaml b/collections/GGI_CH4.yaml
index cf525820..0eda305b 100644
--- a/collections/GGI_CH4.yaml
+++ b/collections/GGI_CH4.yaml
@@ -1,13 +1,14 @@
 Name: Greenhouse_gas_reconsiliation_CH4
-Title: Greenhouse gas reconciliation CH4 (CCI RECCAP2)
+Title: Methane from CCI RECCAP2
 EodashIdentifier: GGI_CH4
-Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
+Subtitle: CH4 from National greenhouse gas inventories (NGHGI) database
 Description: GGI_CH4/GGI_CH4.md
 Themes:
   - atmosphere
 Tags:
   - CH4
   - Open data
+  - reconciliation
 DataSource:
   Spaceborne:
     Satellite:

From c25caf358e97b8164716caa95634ac2396fa7a56 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:54:25 +0200
Subject: [PATCH 110/138] Update GGI_CO2.yaml

---
 collections/GGI_CO2.yaml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/collections/GGI_CO2.yaml b/collections/GGI_CO2.yaml
index 5cd0d0a5..af854e8e 100644
--- a/collections/GGI_CO2.yaml
+++ b/collections/GGI_CO2.yaml
@@ -1,13 +1,14 @@
 Name: Greenhouse_gas_reconsiliation_CO2
-Title: Greenhouse gas reconciliation CO2 (CCI RECCAP2)
+Title: Carbon Dioxide from CCI RECCAP2
 EodashIdentifier: GGI_CO2
-Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
+Subtitle: CO2 from National greenhouse gas inventories (NGHGI) database
 Description: GGI_CO2/GGI_CO2.md
 Themes:
   - atmosphere
 Tags:
   - CO2
   - Open data
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From bccb8c725d95dc1d9fad5bf30ea274eb05fee54b Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 22:55:27 +0200
Subject: [PATCH 111/138] Update GGI_N2O.yaml

---
 collections/GGI_N2O.yaml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/collections/GGI_N2O.yaml b/collections/GGI_N2O.yaml
index 6182307c..e708e399 100644
--- a/collections/GGI_N2O.yaml
+++ b/collections/GGI_N2O.yaml
@@ -1,13 +1,14 @@
 Name: Greenhouse_gas_reconsiliation_N2O
-Title: Greenhouse gas reconciliation N2O (CCI RECCAP2)
+Title: Nitrous oxide from CCI RECCAP2
 EodashIdentifier: GGI_N2O
-Subtitle: National greenhouse gas inventories (NGHGI), atmospheric inversion models
+Subtitle: N2O from National greenhouse gas inventories (NGHGI) database
 Description: GGI_N2O/GGI_N2O.md
 Themes:
   - atmosphere
 Tags:
   - NO2
   - Open data
+  - Greenhouse gases
 DataSource:
   Spaceborne:
     Satellite:

From c2adfb279cbb934d57694ef34f1f55b09fd4fa7e Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:00:58 +0200
Subject: [PATCH 112/138] Update
 RECCAP2_10_intact_biomass_change_smooth_max.yaml

---
 collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml b/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
index 4aefb1ff..d732bb01 100644
--- a/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
+++ b/collections/RECCAP2_10_intact_biomass_change_smooth_max.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 331876e85c74ab0b4f3588917d00362fb38d066c Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:01:20 +0200
Subject: [PATCH 113/138] Update
 RECCAP2_11_intact_biomass_change_smooth_mean.yaml

---
 collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml b/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
index 6d262b1a..a0c3df82 100644
--- a/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
+++ b/collections/RECCAP2_11_intact_biomass_change_smooth_mean.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From e1995a7a4395ca6eda3c0861f746a6f723b87163 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:01:57 +0200
Subject: [PATCH 114/138] Update
 RECCAP2_12_intact_biomass_change_trend_mean.yaml

---
 collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml b/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
index 67251e6d..55c0b747 100644
--- a/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
+++ b/collections/RECCAP2_12_intact_biomass_change_trend_mean.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 81a7729e7b58e1315eb00301255968072dce446b Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:02:23 +0200
Subject: [PATCH 115/138] Update
 RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml

---
 collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml b/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
index b63317c6..3f2c42e2 100644
--- a/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
+++ b/collections/RECCAP2_1_AGC_LVOD_amazonia_methods_mean_crop.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 7c8798c522b3112cad99d6644f4182ebc9184e28 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:02:49 +0200
Subject: [PATCH 116/138] Update
 RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml

---
 collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml b/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
index 6d3a519f..d32b42ef 100644
--- a/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
+++ b/collections/RECCAP2_2_AGC_LVOD_amazonia_smooth_max_crop.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 7f4342135e5b9b06cd4ea51a1f3c7db537c080a6 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:03:11 +0200
Subject: [PATCH 117/138] Update
 RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml

---
 collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml b/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
index 01da6898..1ff13b06 100644
--- a/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
+++ b/collections/RECCAP2_3_AGC_LVOD_amazonia_smooth_mean_crop.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 0a13e0c2e48e8dfeaba2fa4b8ac8205dc0ff5eb5 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:03:37 +0200
Subject: [PATCH 118/138] Update
 RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml

---
 collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml b/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
index f1006e95..aa8cc562 100644
--- a/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
+++ b/collections/RECCAP2_4_AGC_LVOD_amazonia_trend_mean_crop.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 7e5c3a9a8493bcda44598fe99a7055db45c5df09 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:03:56 +0200
Subject: [PATCH 119/138] Update RECCAP2_5_SF_biomass_growth.yaml

---
 collections/RECCAP2_5_SF_biomass_growth.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_5_SF_biomass_growth.yaml b/collections/RECCAP2_5_SF_biomass_growth.yaml
index b8b9de56..609f52ed 100644
--- a/collections/RECCAP2_5_SF_biomass_growth.yaml
+++ b/collections/RECCAP2_5_SF_biomass_growth.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 337e229ea9e99a2b6395d2ed8c0ce1afe347b57f Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:04:15 +0200
Subject: [PATCH 120/138] Update RECCAP2_6_deforested_biomass.yaml

---
 collections/RECCAP2_6_deforested_biomass.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_6_deforested_biomass.yaml b/collections/RECCAP2_6_deforested_biomass.yaml
index 7a8c189d..2643eb6b 100644
--- a/collections/RECCAP2_6_deforested_biomass.yaml
+++ b/collections/RECCAP2_6_deforested_biomass.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 3e4ea70cf4f33795ea0ad66f8f62a6a288c34a45 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:04:35 +0200
Subject: [PATCH 121/138] Update RECCAP2_7_degraded_biomass.yaml

---
 collections/RECCAP2_7_degraded_biomass.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_7_degraded_biomass.yaml b/collections/RECCAP2_7_degraded_biomass.yaml
index 0f633730..ef002112 100644
--- a/collections/RECCAP2_7_degraded_biomass.yaml
+++ b/collections/RECCAP2_7_degraded_biomass.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 71ff9d5e7da642b8f85b80a6acacf6a2e81255fe Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:04:55 +0200
Subject: [PATCH 122/138] Update RECCAP2_8_edge_biomass_change.yaml

---
 collections/RECCAP2_8_edge_biomass_change.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_8_edge_biomass_change.yaml b/collections/RECCAP2_8_edge_biomass_change.yaml
index f5036a26..7f96e1b3 100644
--- a/collections/RECCAP2_8_edge_biomass_change.yaml
+++ b/collections/RECCAP2_8_edge_biomass_change.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 32c06e0e168028e66f53064cc10dda442c7507aa Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Mon, 1 Jul 2024 23:05:11 +0200
Subject: [PATCH 123/138] Update
 RECCAP2_9_intact_biomass_change_methods_mean.yaml

---
 collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml b/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
index cf9dfddb..1bfb8248 100644
--- a/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
+++ b/collections/RECCAP2_9_intact_biomass_change_methods_mean.yaml
@@ -7,6 +7,8 @@ Themes:
 Tags:
   - Amazon rainforest
   - Open data
+  - Carbon
+  - Forest
 DataSource:
   Spaceborne:
     Satellite:

From 7b082117094c281f65c00fd881832365e143c4d0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Lubom=C3=ADr=20Dole=C5=BEal?= <lubomir.dolezal@eox.at>
Date: Tue, 2 Jul 2024 09:44:14 +0200
Subject: [PATCH 124/138] uncomment description md link

---
 collections/Modis_SNPP_2023.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/collections/Modis_SNPP_2023.yaml b/collections/Modis_SNPP_2023.yaml
index f1ead416..5e372b42 100644
--- a/collections/Modis_SNPP_2023.yaml
+++ b/collections/Modis_SNPP_2023.yaml
@@ -1,7 +1,7 @@
 Name: Modis_SNPP_2023
 Title: Modis Fire Detections
 EodashIdentifier: Modis_SNPP_2023
-# Description: "Modis_SNPP_2023/Modis_SNPP_2023.md"
+Description: "Modis_SNPP_2023/Modis_SNPP_2023.md"
 Description: "Modis detections that inform the most recent time-step’s fire perimeter and active fire line calculation for 2023"
 Themes:
   - "extreme-events"

From 64d908dfef95478a8fa03c557945676773ca952e Mon Sep 17 00:00:00 2001
From: AlessandroScremin <65602207+AlessandroScremin@users.noreply.github.com>
Date: Tue, 2 Jul 2024 11:06:40 +0200
Subject: [PATCH 125/138] Update ESDL_Hydrology_Precipitation.yaml

updated the YAML file with information from eurac Stac api
---
 collections/ESDL_Hydrology_Precipitation.yaml | 61 ++++++++++++++-----
 1 file changed, 45 insertions(+), 16 deletions(-)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index e63b12e9..2c0275bc 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -1,30 +1,56 @@
-Name: ESDL_Hydrology_Precipitation
-Title: RT1 Surface Precipitation
+NName: ESDL_Hydrology_Precipitation
+Title: Daily precipitation product
 EodashIdentifier: ESDL_Hydrology_Precipitation
 Description: "ESDL_Hydrology_Precipitation/ESDL_Hydrology_Precipitation.md"
 Themes:
   - agriculture
+  - water
 Tags:
-  - Copernicus
   - Open data
+  - precipitation
+  - CPC
+  - GPM
+  - CHELSA Climatology
 DataSource:
-  Spaceborne:
-    Satellite:
-      - Sentinel-1
-    Sensor:
-      - C-SAR
+  Other:
+      - GPM
+      - CPC
+      - model
+      - ERA5
 Agency:
-  - ESA
+  - EURAC
+Licence:
+  - Url: https://creativecommons.org/licenses/by/4.0/
+    Type: text/html
+    Title: Creative Commons Attribution 4.0 International
 Provider:
-  - Name: Copernicus
-    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
-  - Name: Copernicus Land Monitoring Service 
-    Url: https://land.copernicus.eu/
-  - Name: Deep Earth System Data Lab
-    Url: https://www.earthsystemdatalab.net/
+  - Name: NOAA
+    Url: https://psl.noaa.gov/data/gridded/data.cpc.globalprecip.html
+    Roles:
+      - producer
+  - Name: NASA
+    Url: https://gpm.nasa.gov/taxonomy/term/1415
+    Roles:
+      - producer
+  - Name: ECMWF
+    Url: https://www.ecmwf.int/
     Roles:
-      - host
       - producer
+  - Name: WLS
+    Url: https://www.wsl.ch/en/index.html
+    Roles:
+      - producer
+  - Name: CNR IRPI
+    Url: http://hydrology.irpi.cnr.it/
+    Roles:
+      - processor
+  - Name: EURAC
+    Url: http://www.eurac.edu/
+    Roles:
+      - host
+References:
+  - Name: Daily precipitation product
+    Url: https://stac.eurac.edu:8080/collections/rainfall_all_domain
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
@@ -34,6 +60,9 @@ Resources:
     Variable: precip
     ColormapName: viridis_alpha
     Rescale: [0,50]
+    DateTimeInterval:
+      Start: "2000-01-01T00:00:00"
+      End: "2022-02-28T00:00:00"
 Legend: ESDL_Hydrology_Precipitation/cm_legend.png
 Image: ESDL_Hydrology_Precipitation/image.png
 yAxis: "mm/day"

From aee9649679ff9bcc6d78bd0d78d405e1102ef73a Mon Sep 17 00:00:00 2001
From: AlessandroScremin <65602207+AlessandroScremin@users.noreply.github.com>
Date: Tue, 2 Jul 2024 11:14:57 +0200
Subject: [PATCH 126/138] Update ESDL_Hydrology_SM.yaml

Updated ESDL Soil Moisture
---
 collections/ESDL_Hydrology_SM.yaml | 30 +++++++++++++++++++++---------
 1 file changed, 21 insertions(+), 9 deletions(-)

diff --git a/collections/ESDL_Hydrology_SM.yaml b/collections/ESDL_Hydrology_SM.yaml
index c4ffdfb0..d34979b4 100644
--- a/collections/ESDL_Hydrology_SM.yaml
+++ b/collections/ESDL_Hydrology_SM.yaml
@@ -4,9 +4,11 @@ EodashIdentifier: ESDL_Hydrology_SM
 Description: "ESDL_Hydrology_SM/ESDL_Hydrology_SM.md"
 Themes:
   - agriculture
+  - water
 Tags:
-  - Copernicus
   - Open data
+  - surface soil moisture
+  - radiative transfer
 DataSource:
   Spaceborne:
     Satellite:
@@ -14,17 +16,24 @@ DataSource:
     Sensor:
       - C-SAR
 Agency:
-  - ESA
+  - EURAC
+Licence:
+  - Url: https://creativecommons.org/licenses/by/4.0/
+    Type: text/html
+    Title: Creative Commons Attribution 4.0 International
 Provider:
-  - Name: Copernicus
-    Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
-  - Name: Copernicus Land Monitoring Service 
-    Url: https://land.copernicus.eu/
-  - Name: Deep Earth System Data Lab
-    Url: https://www.earthsystemdatalab.net/
+  - Name: TU Wien
+    Url: https://www.tuwien.at/mg/geo/rs
     Roles:
-      - host
       - producer
+Citation:
+  Publication:
+    Citation: Raphael Quast, Wolfgang Wagner, Bernhard Bauer-Marschallinger, Mariette Vreugdenhil Soil moisture retrieval from Sentinel-1 using a first-order radiative transfer model—A case-study over the Po-Valley, Remote Sensing of Environment
+Volume 295, 1 September 2023, 113651
+    DOI: https://doi.org/10.1016/j.rse.2023.113651
+References:
+  - Name: RT1 Surface Soil Moisture
+    Url: https://stac.eurac.edu:8080/collections/SM_RT?.language=en
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
@@ -34,5 +43,8 @@ Resources:
     Variable: SM
     ColormapName: plasma_r
     Rescale: [0,1]
+    DateTimeInterval:
+      Start: "2017-01-01T00:00:00"
+      End: "2022-06-30T00:00:00"
 Legend: ESDL_Hydrology_SM/cm_legend.png
 Image: ESDL_Hydrology_SM/image.png

From 7354fe7b30cf23cefcda3d7f91e6b4021aa435e1 Mon Sep 17 00:00:00 2001
From: AlessandroScremin <65602207+AlessandroScremin@users.noreply.github.com>
Date: Tue, 2 Jul 2024 12:21:04 +0200
Subject: [PATCH 127/138] Create CDS5_wind_100m_u_newDeli.yaml

yaml file for CDS Wind U 100m New Deli
---
 collections/CDS5_wind_100m_u_newDeli.yaml | 45 +++++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 collections/CDS5_wind_100m_u_newDeli.yaml

diff --git a/collections/CDS5_wind_100m_u_newDeli.yaml b/collections/CDS5_wind_100m_u_newDeli.yaml
new file mode 100644
index 00000000..e637fedd
--- /dev/null
+++ b/collections/CDS5_wind_100m_u_newDeli.yaml
@@ -0,0 +1,45 @@
+Name: wind_100m_u_newDeli
+Title: Wind U Field Over Deli 2023 at 100m
+EodashIdentifier: CDS5
+Subtitle: Gridded ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather for the past 4 to 7 decades. This parameter is the wind U field at 100 m
+Description: CDS5_wind_100m_u_newDeli/CDS5_wind_100m_u_newDeli.md
+Themes:
+  - air
+Tags:
+  - Copernicus Services
+  - C3S
+  - CDS
+  - Multi-sensors
+  - Open data
+DataSource:
+  Other:
+    - ERA5
+Agency:
+  - European Commission
+  - ECMWF
+License:
+  - Url: https://cds.climate.copernicus.eu/api/v2/terms/static/licence-to-use-copernicus-products.pdf
+    Type: application/pdf
+    Title: Licence to Use Copernicus Products
+Provider: 
+  - Name: Copernicus Climate Change Service
+    Url: https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.68d2bb30
+  - Name: Climate Data Store
+    Url: https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.68d2bb30
+Citation:
+  Citation: |
+    Citing the data:
+    Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS) (Accessed on 02-M07-2024)
+  DOI: 10.24381/cds.adbb2d47
+Legend: placeholder
+Resources:
+  - EndPoint: https://services.sentinel-hub.com
+    Name: Sentinel Hub
+    Type: byoc
+    CollectionId: a274442a-0b16-45ec-bd74-68837fbe69a7
+    LayerId: VIS_ERA5_SINGLELEVEL_WIND_U_100M
+Services:
+  - Endpoint: https://services.sentinel-hub.com/api/v1/statistics
+    Name: Statistical API
+    Type: byoc
+    CollectionId: a274442a-0b16-45ec-bd74-68837fbe69a7

From c979cc6292b005541d07c3aec9f289d9dae7d378 Mon Sep 17 00:00:00 2001
From: AlessandroScremin <65602207+AlessandroScremin@users.noreply.github.com>
Date: Tue, 2 Jul 2024 12:23:54 +0200
Subject: [PATCH 128/138] Create CDS6_wind_100m_v_newDeli.md

added the yaml file for Wind V 100 m on new deli
---
 collections/CDS6_wind_100m_v_newDeli.md | 45 +++++++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 collections/CDS6_wind_100m_v_newDeli.md

diff --git a/collections/CDS6_wind_100m_v_newDeli.md b/collections/CDS6_wind_100m_v_newDeli.md
new file mode 100644
index 00000000..85909e61
--- /dev/null
+++ b/collections/CDS6_wind_100m_v_newDeli.md
@@ -0,0 +1,45 @@
+Name: wind_100m_v_newDeli
+Title: Wind V Field Over Deli 2023 at 100m
+EodashIdentifier: CDS6
+Subtitle: Gridded ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather for the past 4 to 7 decades. This parameter is the wind V field at 100 m
+Description: CDS6_wind_100m_v_newDeli/CDS6_wind_100m_v_newDeli.md
+Themes:
+  - air
+Tags:
+  - Copernicus Services
+  - C3S
+  - CDS
+  - Multi-sensors
+  - Open data
+DataSource:
+  Other:
+    - ERA5
+Agency:
+  - European Commission
+  - ECMWF
+License:
+  - Url: https://cds.climate.copernicus.eu/api/v2/terms/static/licence-to-use-copernicus-products.pdf
+    Type: application/pdf
+    Title: Licence to Use Copernicus Products
+Provider: 
+  - Name: Copernicus Climate Change Service
+    Url: https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.68d2bb30
+  - Name: Climate Data Store
+    Url: https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.68d2bb30
+Citation:
+  Citation: |
+    Citing the data:
+    Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS) (Accessed on 02-M07-2024)
+  DOI: 10.24381/cds.adbb2d47
+Legend: placeholder
+Resources:
+  - EndPoint: https://services.sentinel-hub.com
+    Name: Sentinel Hub
+    Type: byoc
+    CollectionId: b0418c9e-e0d2-46df-9431-ec1d6c44514f
+    LayerId: VIS_ERA5_SINGLELEVEL_WIND_V_100M
+Services:
+  - Endpoint: https://services.sentinel-hub.com/api/v1/statistics
+    Name: Statistical API
+    Type: byoc
+    CollectionId: b0418c9e-e0d2-46df-9431-ec1d6c44514f

From 2e6a8b56801b239e2bbcb4a5ab874f2a1e1a65f2 Mon Sep 17 00:00:00 2001
From: AlessandroScremin <65602207+AlessandroScremin@users.noreply.github.com>
Date: Tue, 2 Jul 2024 12:25:14 +0200
Subject: [PATCH 129/138] Rename CDS6_wind_100m_v_newDeli.md to
 CDS6_wind_100m_v_newDeli.yaml

changed from md to yaml extension
---
 ...{CDS6_wind_100m_v_newDeli.md => CDS6_wind_100m_v_newDeli.yaml} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename collections/{CDS6_wind_100m_v_newDeli.md => CDS6_wind_100m_v_newDeli.yaml} (100%)

diff --git a/collections/CDS6_wind_100m_v_newDeli.md b/collections/CDS6_wind_100m_v_newDeli.yaml
similarity index 100%
rename from collections/CDS6_wind_100m_v_newDeli.md
rename to collections/CDS6_wind_100m_v_newDeli.yaml

From 65652e298f1a00e799af6861d2953f7ace7a2153 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Tue, 2 Jul 2024 13:30:59 +0200
Subject: [PATCH 130/138] Update CDS5_wind_100m_u_newDeli.yaml

---
 collections/CDS5_wind_100m_u_newDeli.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/collections/CDS5_wind_100m_u_newDeli.yaml b/collections/CDS5_wind_100m_u_newDeli.yaml
index e637fedd..143961a2 100644
--- a/collections/CDS5_wind_100m_u_newDeli.yaml
+++ b/collections/CDS5_wind_100m_u_newDeli.yaml
@@ -1,7 +1,7 @@
 Name: wind_100m_u_newDeli
 Title: Wind U Field Over Deli 2023 at 100m
 EodashIdentifier: CDS5
-Subtitle: Gridded ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather for the past 4 to 7 decades. This parameter is the wind U field at 100 m
+Subtitle: Gridded ERA5 reanalysis wind U field at 100 m
 Description: CDS5_wind_100m_u_newDeli/CDS5_wind_100m_u_newDeli.md
 Themes:
   - air
@@ -11,6 +11,7 @@ Tags:
   - CDS
   - Multi-sensors
   - Open data
+  - Climate change service
 DataSource:
   Other:
     - ERA5

From 3d9de24911cc424a4c8fcf70426a7d458055f630 Mon Sep 17 00:00:00 2001
From: Anca Anghelea <35488732+aapopescu@users.noreply.github.com>
Date: Tue, 2 Jul 2024 13:31:57 +0200
Subject: [PATCH 131/138] Update CDS6_wind_100m_v_newDeli.yaml

---
 collections/CDS6_wind_100m_v_newDeli.yaml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/collections/CDS6_wind_100m_v_newDeli.yaml b/collections/CDS6_wind_100m_v_newDeli.yaml
index 85909e61..7a7e6132 100644
--- a/collections/CDS6_wind_100m_v_newDeli.yaml
+++ b/collections/CDS6_wind_100m_v_newDeli.yaml
@@ -1,7 +1,7 @@
 Name: wind_100m_v_newDeli
 Title: Wind V Field Over Deli 2023 at 100m
 EodashIdentifier: CDS6
-Subtitle: Gridded ERA5 is the fifth generation ECMWF reanalysis for the global climate and weather for the past 4 to 7 decades. This parameter is the wind V field at 100 m
+Subtitle: Gridded ERA5 reanalysis wind V field at 100 m
 Description: CDS6_wind_100m_v_newDeli/CDS6_wind_100m_v_newDeli.md
 Themes:
   - air
@@ -11,6 +11,7 @@ Tags:
   - CDS
   - Multi-sensors
   - Open data
+  - Climate change service
 DataSource:
   Other:
     - ERA5

From b39595040232da46c1b7c40748f19025169b42df Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Lubom=C3=ADr=20Dole=C5=BEal?= <lubomir.dolezal@eox.at>
Date: Wed, 3 Jul 2024 16:34:16 +0300
Subject: [PATCH 132/138] Update trilateral.yaml

---
 catalogs/trilateral.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/catalogs/trilateral.yaml b/catalogs/trilateral.yaml
index 895081dc..54ed480d 100644
--- a/catalogs/trilateral.yaml
+++ b/catalogs/trilateral.yaml
@@ -63,6 +63,8 @@ collections:
   - SIF_solar_induced_chlorophyll_fluorescence
   - N5_nightlights
   - N6_geoglam
+  - CDS5_wind_100m_u_newDeli
+  - CDS6_wind_100m_v_newDeli
   # - N7_slowdown_proxy # removed in new VEDA endpoint
   # - N8_recovery_proxy # removed in new VEDA endpoint
   - N3b_water_quality_tsm_chart

From b30c6c23f5abd0b9574f18fef2b49417538f8f83 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 00:23:45 +0200
Subject: [PATCH 133/138] delete N13

---
 collections/N13_Blue_Tarps.yaml | 73 ---------------------------------
 1 file changed, 73 deletions(-)
 delete mode 100644 collections/N13_Blue_Tarps.yaml

diff --git a/collections/N13_Blue_Tarps.yaml b/collections/N13_Blue_Tarps.yaml
deleted file mode 100644
index f8800126..00000000
--- a/collections/N13_Blue_Tarps.yaml
+++ /dev/null
@@ -1,73 +0,0 @@
-Name: N13_Blue_Tarps
-Title: Blue Tarps (Planetscope)
-EodashIdentifier: N13
-Description: N13_Blue_Tarps/N13.md
-Themes:
-  - economy
-Tags:
-  - placeholder
-Satellite:
-  - placeholder
-Sensor:
-  - placeholder
-Agency:
-  - NASA
-Locations:
-  - Identifier: CN01
-    Country: CN
-    Name: Beijing
-    Subtitle: Recovery Proxy Maps
-    Point: [116.38, 39.9]
-    Bbox: [115.11, 39.45, 117.31, 40.45]
-  - Identifier: FR03
-    Country: FR
-    Name: Port of Dunkirk
-    Subtitle: Recovery Proxy Maps
-    Point: [2.28537, 51.03613]
-    Bbox: [1.162952178, 50.70592333959897, 3.744341067153335, 51.366756673]
-  - Identifier: BE03
-    Country: BE
-    Name: Port of Ghent
-    Subtitle: Recovery Proxy Maps
-    Point: [3.74008, 51.09155]
-    Bbox: [3.200395303, 50.76456780514585, 4.676784191065174, 51.424290027]
-  - Identifier: JP01
-    Country: JP
-    Name: Tokyo
-    Subtitle: Recovery Proxy Maps
-    Point: [139.78, 35.61]
-    Bbox: [138.71, 35.07, 140.82, 36.41]
-  - Identifier: US02
-    Country: US
-    Name: Los Angeles
-    Subtitle: Recovery Proxy Maps
-    Point: [-118.25, 34.05]
-    Bbox: [-118.93, 33.51, -116.83, 34.55]
-  - Identifier: US04
-    Country: US
-    Name: New York
-    Subtitle: Recovery Proxy Maps
-    Point: [-73.09, 41.0114]
-    Bbox: [-75.35, 40.27, -72.15, 41.28]
-  - Identifier: US03
-    Country: US
-    Name: San Francisco
-    Subtitle: Recovery Proxy Maps
-    Point: [-122.41638, 37.7775]
-    Bbox: [-122.95, 37.01, -120.96, 38.18]
-  - Identifier: US06
-    Country: US
-    Name: Sacramento
-    Subtitle: Recovery Proxy Maps
-    Point: [-121.944, 38.715]
-    Bbox: [-122.13, 38.20, -120.00, 39.23]
-Resources:
-  - EndPoint: https://openveda.cloud/api/stac/
-    Type: cog
-    Name: VEDA
-    CollectionId: nightlights-hd-monthly
-    Bidx: 1
-    ColormapName: inferno
-    Rescale: [0,255]
-# Legend: N5_nightlights/cm_legend.png
-Image: N5_nightlights/thumbnail.png

From 4992eaadc5e2cd82ed90dca935499113887de73d Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 00:44:17 +0200
Subject: [PATCH 134/138] fix syntax errors

---
 collections/ESDL_Hydrology_Precipitation.yaml   | 2 +-
 collections/ESDL_Hydrology_SM.yaml              | 9 ++++-----
 collections/N1_CO.yaml                          | 5 ++---
 collections/NPP_ocean_primary_productivity.yaml | 7 +++++++
 4 files changed, 14 insertions(+), 9 deletions(-)

diff --git a/collections/ESDL_Hydrology_Precipitation.yaml b/collections/ESDL_Hydrology_Precipitation.yaml
index 2c0275bc..53f0bf50 100644
--- a/collections/ESDL_Hydrology_Precipitation.yaml
+++ b/collections/ESDL_Hydrology_Precipitation.yaml
@@ -1,4 +1,4 @@
-NName: ESDL_Hydrology_Precipitation
+Name: ESDL_Hydrology_Precipitation
 Title: Daily precipitation product
 EodashIdentifier: ESDL_Hydrology_Precipitation
 Description: "ESDL_Hydrology_Precipitation/ESDL_Hydrology_Precipitation.md"
diff --git a/collections/ESDL_Hydrology_SM.yaml b/collections/ESDL_Hydrology_SM.yaml
index d34979b4..c860cf0c 100644
--- a/collections/ESDL_Hydrology_SM.yaml
+++ b/collections/ESDL_Hydrology_SM.yaml
@@ -1,5 +1,5 @@
 Name: ESDL_Hydrology_SM
-Title: RT1 Surface Soil Moisture
+Title: Surface Soil Moisture
 EodashIdentifier: ESDL_Hydrology_SM
 Description: "ESDL_Hydrology_SM/ESDL_Hydrology_SM.md"
 Themes:
@@ -28,12 +28,11 @@ Provider:
       - producer
 Citation:
   Publication:
-    Citation: Raphael Quast, Wolfgang Wagner, Bernhard Bauer-Marschallinger, Mariette Vreugdenhil Soil moisture retrieval from Sentinel-1 using a first-order radiative transfer model—A case-study over the Po-Valley, Remote Sensing of Environment
-Volume 295, 1 September 2023, 113651
-    DOI: https://doi.org/10.1016/j.rse.2023.113651
+    - Citation: Raphael Quast, Wolfgang Wagner, Bernhard Bauer-Marschallinger, Mariette Vreugdenhil Soil moisture retrieval from Sentinel-1 using a first-order radiative transfer model—A case-study over the Po-Valley, Remote Sensing of Environment Volume 295, 1 September 2023, 113651
+      DOI: https://doi.org/10.1016/j.rse.2023.113651
 References:
   - Name: RT1 Surface Soil Moisture
-    Url: https://stac.eurac.edu:8080/collections/SM_RT?.language=en
+    Url: https://stac.eurac.edu:8080/collections/SM_RT
 Resources:
   - EndPoint: https://api.earthsystemdatalab.net/api
     Type: zarr
diff --git a/collections/N1_CO.yaml b/collections/N1_CO.yaml
index c9818bc2..1eb6515e 100644
--- a/collections/N1_CO.yaml
+++ b/collections/N1_CO.yaml
@@ -27,9 +27,6 @@ Resources:
     Type: byoc
     CollectionId: 57a07405-8ec2-4b9c-a273-23e287c173f8
     LayerId: AWS_VIS_CO_3DAILY_DATA
-Provider:
-  - Name: Copernicus
-    Url: https://documentation.dataspace.copernicus.eu/Data/SentinelMissions/Sentinel5P.html
 Services:
   - Endpoint: https://services.sentinel-hub.com/api/v1/statistics
     Name: Statistical API
@@ -39,6 +36,8 @@ Services:
 Provider:
   - Name: Copernicus
     Url: https://www.copernicus.eu/en/access-data/conventional-data-access-hubs
+  - Name: Copernicus Data Space
+    Url: https://documentation.dataspace.copernicus.eu/Data/SentinelMissions/Sentinel5P.html
 References:
   - Name: TROPOMI CO 
     Key: tropomi_co
diff --git a/collections/NPP_ocean_primary_productivity.yaml b/collections/NPP_ocean_primary_productivity.yaml
index 75295ed4..6a898b18 100644
--- a/collections/NPP_ocean_primary_productivity.yaml
+++ b/collections/NPP_ocean_primary_productivity.yaml
@@ -48,6 +48,13 @@ Resources:
     Name: WMS
     Type: OverwriteTimes
     LayerId: BICEP_NPP_VIS_PP2
+    OverwriteBBox: [-180, -85, 180, 85]
+    DateTimeInterval:
+      Start: "1998-01-28T00:00:00"
+      End: "2020-12-28T00:00:00"
+      Timedelta: # creating monthly dates as timedelta does not allow jumping by 1 month
+        days: 30
+        hours: 9
 Services:
   - Endpoint: https://services.sentinel-hub.com/api/v1/statistics
     Name: Statistical API

From 2c40a0b2d7d7b43210515b26e66b4158a28dc3cc Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 00:48:39 +0200
Subject: [PATCH 135/138] fix typos

---
 collections/N12_1_sea_ice_concentration_arctic.yaml  | 1 +
 collections/N12_sea_ice_concentration_antarctic.yaml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/collections/N12_1_sea_ice_concentration_arctic.yaml b/collections/N12_1_sea_ice_concentration_arctic.yaml
index 1eac2e0c..6a9a16b5 100644
--- a/collections/N12_1_sea_ice_concentration_arctic.yaml
+++ b/collections/N12_1_sea_ice_concentration_arctic.yaml
@@ -32,6 +32,7 @@ Resources:
     Name: WMS
     Type: OverwriteTimes
     LayerId: SIC_N
+Provider:
   - Name: JAXA
     Roles: licensor, producer, processor
     Url: https://global.jaxa.jp/
diff --git a/collections/N12_sea_ice_concentration_antarctic.yaml b/collections/N12_sea_ice_concentration_antarctic.yaml
index 684504c4..455f3ff1 100644
--- a/collections/N12_sea_ice_concentration_antarctic.yaml
+++ b/collections/N12_sea_ice_concentration_antarctic.yaml
@@ -31,6 +31,7 @@ Resources:
     Name: WMS
     Type: OverwriteTimes
     LayerId: SIC_S
+Provider:
   - Name: JAXA
     Roles: licensor, producer, processor
     Url: https://global.jaxa.jp/

From f34c59df720f3e309f99b99a40086616bf699356 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 08:12:16 +0200
Subject: [PATCH 136/138] chore: add script files

---
 collections/CDS5_wind_100m_u_newDeli.yaml | 1 +
 collections/CDS6_wind_100m_v_newDeli.yaml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/collections/CDS5_wind_100m_u_newDeli.yaml b/collections/CDS5_wind_100m_u_newDeli.yaml
index 143961a2..e8beaf43 100644
--- a/collections/CDS5_wind_100m_u_newDeli.yaml
+++ b/collections/CDS5_wind_100m_u_newDeli.yaml
@@ -44,3 +44,4 @@ Services:
     Name: Statistical API
     Type: byoc
     CollectionId: a274442a-0b16-45ec-bd74-68837fbe69a7
+    Script: CDS5_wind_100m_u_newDeli/CDS5_wind_100m_u_newDeli.js
diff --git a/collections/CDS6_wind_100m_v_newDeli.yaml b/collections/CDS6_wind_100m_v_newDeli.yaml
index 7a7e6132..6a211742 100644
--- a/collections/CDS6_wind_100m_v_newDeli.yaml
+++ b/collections/CDS6_wind_100m_v_newDeli.yaml
@@ -44,3 +44,4 @@ Services:
     Name: Statistical API
     Type: byoc
     CollectionId: b0418c9e-e0d2-46df-9431-ec1d6c44514f
+    Script: CDS6_wind_100m_v_newDeli/CDS6_wind_100m_v_newDeli.js

From 9e160b28bea74e1ac0df3dffdb0cf5487e710de3 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 08:24:46 +0200
Subject: [PATCH 137/138] fix schema fixes

---
 collections/E12c_truck_detections_motorways_GTIF.yaml     | 2 +-
 collections/E12d_truck_detections_primary_roads_GTIF.yaml | 2 +-
 collections/E13b_airport_throughput.yaml                  | 2 +-
 collections/E13c_cruises_impact.yaml                      | 4 ++--
 collections/N3a2_chl_concentration_tri_esa.yaml           | 2 +-
 collections/N3a2_chl_concentration_tri_jaxa.yaml          | 2 +-
 collections/N3a2_total_suspended_matter_tri_esa.yaml      | 2 +-
 collections/N3a2_total_suspended_matter_tri_jaxa.yaml     | 2 +-
 collections/WSF_world_settlement_footprint_evolution.yaml | 2 +-
 9 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/collections/E12c_truck_detections_motorways_GTIF.yaml b/collections/E12c_truck_detections_motorways_GTIF.yaml
index 2d4dd85e..c4d539fc 100644
--- a/collections/E12c_truck_detections_motorways_GTIF.yaml
+++ b/collections/E12c_truck_detections_motorways_GTIF.yaml
@@ -18,7 +18,7 @@ Provider:
 License: MIT
 Resources:
     - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
+      EndPoint: https://services.sentinel-hub.com
       Name: Sentinel Hub
       Type: byoc
       CollectionId: 34fbfb05-c3e5-4885-9840-830ee85dddd4
diff --git a/collections/E12d_truck_detections_primary_roads_GTIF.yaml b/collections/E12d_truck_detections_primary_roads_GTIF.yaml
index 07c8b28a..d34d65a4 100644
--- a/collections/E12d_truck_detections_primary_roads_GTIF.yaml
+++ b/collections/E12d_truck_detections_primary_roads_GTIF.yaml
@@ -18,7 +18,7 @@ Provider:
 License: MIT
 Resources:
     - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
+      EndPoint: https://services.sentinel-hub.com
       Name: Sentinel Hub
       Type: byoc
       CollectionId: 81201dac-c408-4cf8-b9a5-ca8349e4ab6c
diff --git a/collections/E13b_airport_throughput.yaml b/collections/E13b_airport_throughput.yaml
index 7efe3a12..6f3b979a 100644
--- a/collections/E13b_airport_throughput.yaml
+++ b/collections/E13b_airport_throughput.yaml
@@ -29,7 +29,7 @@ Locations:
       Bbox: [-1.3, 40.2, -1.2, 40.4]
 Resources:
     - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
+      EndPoint: https://services.sentinel-hub.com
       Name: Sentinel Hub
       Type: byoc
       CollectionId: 4a537983-1c61-4c6e-9c85-7b3972b7b596
diff --git a/collections/E13c_cruises_impact.yaml b/collections/E13c_cruises_impact.yaml
index dfccfdce..f153cd7f 100644
--- a/collections/E13c_cruises_impact.yaml
+++ b/collections/E13c_cruises_impact.yaml
@@ -25,9 +25,9 @@ Locations:
       Bbox: [-180, -90, 180, 90]
 Resources:
     - Group: Sentinel Hub Resources
-    - EndPoint: https://services.sentinel-hub.com
+      EndPoint: https://services.sentinel-hub.com
       Name: Sentinel Hub
       Type: byoc
       CollectionId: c5a44d46-0032-4c86-81b0-933ed573c64e
       LayerId: AWS_ICEYE-E12B
-Image: E13c_cruises_impact/thumbnail.md
\ No newline at end of file
+Image: E13c_cruises_impact/thumbnail.md
diff --git a/collections/N3a2_chl_concentration_tri_esa.yaml b/collections/N3a2_chl_concentration_tri_esa.yaml
index 7012b43c..03666c40 100644
--- a/collections/N3a2_chl_concentration_tri_esa.yaml
+++ b/collections/N3a2_chl_concentration_tri_esa.yaml
@@ -49,7 +49,7 @@ Locations:
     Bbox: [ 6.99, 53.35, 9.25, 54.41]
 Resources:
   - Group: Sentinel Hub Resources
-  - EndPoint: https://services.sentinel-hub.com
+    EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: byoc
     CollectionId: 7db8e19e-bf12-4203-bdd1-673455647354
diff --git a/collections/N3a2_chl_concentration_tri_jaxa.yaml b/collections/N3a2_chl_concentration_tri_jaxa.yaml
index 3eadb7dd..20aa23e4 100644
--- a/collections/N3a2_chl_concentration_tri_jaxa.yaml
+++ b/collections/N3a2_chl_concentration_tri_jaxa.yaml
@@ -39,7 +39,7 @@ Locations:
     Bbox: [134.5, 33.8, 135.5, 34.8]
 Resources:
   - Group: Sentinel Hub Resources
-  - EndPoint: https://services.sentinel-hub.com
+    EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: byoc
     CollectionId: 198aa13a-b0c0-4b78-8f69-e08fc58551a7
diff --git a/collections/N3a2_total_suspended_matter_tri_esa.yaml b/collections/N3a2_total_suspended_matter_tri_esa.yaml
index 29012d88..51bb87f5 100644
--- a/collections/N3a2_total_suspended_matter_tri_esa.yaml
+++ b/collections/N3a2_total_suspended_matter_tri_esa.yaml
@@ -39,7 +39,7 @@ Locations:
     Bbox: [28.5, 44, 31, 46]
 Resources:
   - Group: Sentinel Hub Resources
-  - EndPoint: https://services.sentinel-hub.com
+    EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: byoc
     CollectionId: 698ade22-bc30-44d1-8751-159ee135f998
diff --git a/collections/N3a2_total_suspended_matter_tri_jaxa.yaml b/collections/N3a2_total_suspended_matter_tri_jaxa.yaml
index 8e073156..be9f735b 100644
--- a/collections/N3a2_total_suspended_matter_tri_jaxa.yaml
+++ b/collections/N3a2_total_suspended_matter_tri_jaxa.yaml
@@ -39,7 +39,7 @@ Locations:
     Bbox: [134.5, 33.8, 135.5, 34.8]
 Resources:
   - Group: Sentinel Hub Resources
-  - EndPoint: https://services.sentinel-hub.com
+    EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: byoc
     CollectionId: 925b4bf6-ca1b-45df-a523-88f30823ab07
diff --git a/collections/WSF_world_settlement_footprint_evolution.yaml b/collections/WSF_world_settlement_footprint_evolution.yaml
index 47fef262..134cae42 100644
--- a/collections/WSF_world_settlement_footprint_evolution.yaml
+++ b/collections/WSF_world_settlement_footprint_evolution.yaml
@@ -15,7 +15,7 @@ Agency:
   - DLR
 Resources:
   - Group: Sentinel Hub Resources
-  - EndPoint: https://services.sentinel-hub.com
+    EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
     Type: byoc
     CollectionId: db1ffd5a-9521-4679-80e8-9c92bd1782eb

From 827ecaa02bb0b7e6acc5d436d67b2f8105d62572 Mon Sep 17 00:00:00 2001
From: Lubomir Dolezal <lubomir.dolezal@eox.at>
Date: Thu, 4 Jul 2024 09:56:31 +0200
Subject: [PATCH 138/138] add CDS5,CDS6 legends

---
 collections/CDS5_wind_100m_u_newDeli.yaml | 2 +-
 collections/CDS6_wind_100m_v_newDeli.yaml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/collections/CDS5_wind_100m_u_newDeli.yaml b/collections/CDS5_wind_100m_u_newDeli.yaml
index e8beaf43..e0e665fc 100644
--- a/collections/CDS5_wind_100m_u_newDeli.yaml
+++ b/collections/CDS5_wind_100m_u_newDeli.yaml
@@ -32,7 +32,7 @@ Citation:
     Citing the data:
     Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS) (Accessed on 02-M07-2024)
   DOI: 10.24381/cds.adbb2d47
-Legend: placeholder
+Legend: CDS5_wind_100m_u_newDeli/cm_legend.png
 Resources:
   - EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub
diff --git a/collections/CDS6_wind_100m_v_newDeli.yaml b/collections/CDS6_wind_100m_v_newDeli.yaml
index 6a211742..4dd432ef 100644
--- a/collections/CDS6_wind_100m_v_newDeli.yaml
+++ b/collections/CDS6_wind_100m_v_newDeli.yaml
@@ -32,7 +32,7 @@ Citation:
     Citing the data:
     Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., Thépaut, J-N. (2023): ERA5 hourly data on single levels from 1940 to present. Copernicus Climate Change Service (C3S) Climate Data Store (CDS) (Accessed on 02-M07-2024)
   DOI: 10.24381/cds.adbb2d47
-Legend: placeholder
+Legend: CDS6_wind_100m_v_newDeli/cm_legend.png
 Resources:
   - EndPoint: https://services.sentinel-hub.com
     Name: Sentinel Hub